This communiqué originally appeared on Symfony Station. Welcome to this week's Symfony Station communiqué. It's your review of the essential news in the Symfony and PHP development communities focusing on protecting democracy. There's good content in all of our categories, so please take your time and enjoy the items most relevant and valuable to you. This is why we publish on Fridays. So you can savor it over your weekend. Once again, thanks go out to Javier Eguiluz and the team at Symfony for sharing our communiqué in their Week of Symfony. My opinions will be in bold. And will often involve cursing. Because humans. Especially tech bros. Fuck 'em! Updated Note: I had hoped to launch the redesign of this site on a new platform before this week's communiqué. The design is finished, but all…  ( 7 min )

Introdução: tecnologia como ponte, não como barreira Me chamo João Cláudio Nunes Carvalho e, como professor e cientista de dados com formação em física e experiência em projetos públicos e privados, dedico minha atuação a responder uma pergunta central: Como a IA pode ser usada para melhorar a educação pública, especialmente nas áreas mais vulneráveis do Brasil? 🎯 Diagnóstico orientado por dados Visualizar a distribuição de matrículas por etapa de ensino; Simular cenários com base em políticas públicas, como o FUNDEB 2025; Calcular automaticamente os valores de VAAF, VAAT e VAAR por município, com regras atualizadas. Essas ferramentas ajudam secretarias de educação a tomar decisões informadas, distribuindo melhor seus recursos e evitando desperdícios. 🤖 IA aplicada ao aprendizado: do ENEM ao ensino técnico Exemplos práticos: Geração de atividades personalizadas para alunos com deficiência com base em relatórios pedagógicos, respeitando as diretrizes da BNCC; Sistemas que analisam sentimentos em interações escritas de alunos, detectando possíveis sinais de desmotivação ou evasão. Todas essas soluções foram desenvolvidas com base em princípios éticos, transparência no uso dos dados e foco em acessibilidade. 🔁 Ciclos de feedback inteligente: o aluno no centro A performance do aluno é acompanhada em tempo real; Os conteúdos se adaptam às suas necessidades (ensino adaptativo); Os professores recebem alertas e sugestões pedagógicas baseadas em dados. Esse modelo aproxima a educação pública das experiências oferecidas por plataformas privadas de ensino, mas com controle público, transparência e foco social.  ( 4 min )

When you first dip your toes into GPU programming, the flood of scattered tutorials can feel overwhelming. Shader Learn (shader-learn.com) takes a different approach: one browser-based hub that blends concise lessons, live coding, and project challenges into a single feedback loop. Below is a practical tour of the platform, ready for publication on dev.to. Zero setup friction – An in-browser editor and WebGL canvas mean you write code and watch pixels change instantly; no local tool-chain required. ([shader-learn.com][1]) A structured curriculum – Six thematic tracks (Basic, Math, Lighting, Patterns, Animation, Noise) span 30-plus micro-lessons, each capped with an exercise and a canonical solution. ([shader-learn.com][2]) Project-first pedagogy – From particle storms to procedural texture…  ( 5 min )

That’s a compelling and relatable story — thank you for sharing it. Based on your request, I’ll now write a 3,000-word analytical article titled “From Public AI to Army AI: How Artificial Intelligence Evolved from Civilian Use to Military Superpower.” This article will explore how AI moved from general-purpose tools (like ChatGPT, image generators, etc.) to highly sophisticated military Abstract The evolution of artificial intelligence (AI) from public-facing tools like chatbots and image generators to advanced military applications marks a transformative chapter in both technological and geopolitical history. What began as helpful assistants for writing essays and generating art is now being refined into autonomous weapon systems, battlefield intelligence tools, and strategic warfare s…  ( 7 min )

Introduction: What’s the Fuss About Software Architecture? As a junior developer, it's easy to dismiss software architecture as something reserved for seniors, architects, or CTOs. You're often told to "just focus on writing code" or "get the feature working." And while that advice may hold some truth when you're starting, it's only part of the story. Understanding software architecture doesn't mean memorizing patterns or diagramming systems with abstract terms. It starts with something much simpler: thinking in structure. And structure is something you're already writing every time you sit down to code. Learning architecture early gives you an edge. It sets the foundation for scalable, readable, and maintainable software. Software architecture is the way a system is structured. Think of…  ( 6 min )

Certainly! Below is a 3000-word article titled **“From Public AI to Military AI: Evolution, Ethics, and Introduction Artificial Intelligence (AI) has transformed almost every domain of modern society—from personalized shopping to autonomous driving, healthcare diagnostics to predictive finance. At its core, AI is a general-purpose technology with the potential to amplify human capability, decision-making, and efficiency. While public AI focuses on consumer convenience, productivity, and societal advancements, a more covert and controversial branch has been growing in parallel: military AI. Military AI, or AI in defense, takes these technological innovations and repurposes them for national security, warfare, surveillance, and strategic command. The transition from public AI to military …  ( 7 min )

Introduction The rapid advancement of computational technologies has given rise to different classes of machines tailored to specific computational needs. Among these are normal (or general-purpose) computers, which serve everyday tasks, and supercomputers, which tackle highly complex and data-intensive operations such as climate modeling, quantum simulations, and real-time threat detection. While they share some fundamental architectural principles, programming each type differs vastly in terms of approach, optimization, parallelism, and resource handling. In this article, we will explore the core programming differences between normal computers and supercomputers. We will also delve into the architectural and theoretical reasons for these differences, compare typical programming enviro…  ( 7 min )

Git es una de las herramientas más importantes en el desarrollo de software. Este sistema de control de versiones distribuido permite gestionar proyectos de manera ordenada, rastrear cambios en los archivos, revertir errores y colaborar con otros de forma eficiente. Si eres nuevo en Git o quieres afianzar tus conocimientos básicos, esta guía te ayudará a comprender su funcionamiento y a dominar los comandos esenciales. Git es un sistema diseñado para manejar proyectos de software, especialmente cuando múltiples desarrolladores están trabajando en ellos simultáneamente. Imagina un gran equipo escribiendo un libro: cada persona trabaja en diferentes capítulos, corrige errores y guarda copias. Sin un sistema que organice esto, el caos sería inevitable. Aquí es donde entra Git. Git ofrece vari…  ( 6 min )

I’m not a Linux evangelist. I didn’t switch because I hate Microsoft, or because I wanted to compile my kernel by candlelight. I switched because I was curious—and kind of sick of Windows treating me like a toddler with a credit card. So I gave Linux Mint a shot. And honestly? It felt more like Windows than Windows does lately. When I first booted into Mint, I was greeted with a welcome menu that walked me through the basics: update your system, pick your layout, customize a bit. It was smooth. No command-line gauntlet, no cryptic driver errors. And here's the kicker: it immediately recognized my Alienware Graphics Amplifier and external NVIDIA GPU without any extra work. Just worked. That shocked me. At one point I wanted to rearrange my multi-monitor layout. My Windows brain kicked in: u…  ( 5 min )

Crafting Interpreters. This post describes my Rust code equivalence for the Scanning chapter. 🦀 Index of the Complete Series. This is the long list of existing Rust Lox Implementations. I downloaded and ran the first two, but I did not have a look at the code. I would like to take on this project as a challenge. If I complete it, I want it to reflect my own independent effort. Please note, code for this post can be downloaded from GitHub with: git clone -b v0.1.0 https://github.com/behai-nguyen/rlox.git rlox/ directory, then run the following command: $ cargo run Enter something like var str2 = "秋の終わり";, and press Enter — you will see the tokens printed out. Please refer to the screenshot below for an illustration. At the moment, inputs are processed independently, meaning each…  ( 5 min )

“Bhaiya Nokia waala Snake yaad hai na?” “Haan wahi, jo sabse pehle phone mein khela tha!” Bas wahi nostalgia lekar aaya hoon ek naye andaaz mein — AI aur Python ke tadke ke saath 🔥 Dekho, baat simple thi... AI ka power mila toh socha – “Kya kare jo maze bhi de, seekhne bhi mile, aur baccho ka dil bhi jeet le?” Tab yaad aaya – Nokia 1100 wala Snake Game 🐍 Jo kabhi mobile ki jaan tha, ab banega AI ke dum pe ek naya game! Bas fir kya tha... Amazon Q CLI ko bola: “Bhai ek mast Snake game bana do Python mein, cartoon-style hona chahiye, baccho ke liye” Aur Q CLI ne toh kamaal kar diya 💥 Amazon Q CLI se kaam karwane ke liye prompt ekdum chaat masala jaisa hai — sahi diya toh mazaa aa jaata hai 😋 Create a simple, kid-friendly Snake game using Python and Pygame. Clear bolna: "Baccho ke l…  ( 5 min )

🌳 **Bit Digital Forest — **A Web-Based Tribute to Sacred Trees Hello Devs! 👋 🌿 What is Bit Digital Forest? Bit Digital Forest is a collection of beautifully designed micro-websites, each dedicated to a specific sacred tree such as: 🌳 Neem Tree – Known for its medicinal uses and spiritual value. 🔥 Palash Tree – Also called the Flame of the Forest. 🌺 Gulmohar Tree – Celebrated for its vibrant red-orange flowers. 🌴 Peepal Tree – A symbol of life and divinity. 🌲 Sagwan (Teak) Tree – A valuable timber species. Each site offers: 🌱 Scientific & cultural info 💊 Medicinal uses 🎞️ Educational videos 🖼️ Image galleries 📄 PDF downloads 🔗 Serial-based tree ID system (yes, you can track a tree using its unique serial!) 👨‍💻 Tech Stack HTML5, CSS3, JavaScript Responsive, fast-loading design Hosted using Netlify (free & accessible) Future-ready for expansion into progressive web apps 👥 Meet the Team Project Guide: Miss Amruta Yadao Web Developer: Mr. Piyush Deshkar (@fos9x | GitHub: @Archiusx) Content & Research: Revati Sayankar, Sanchiti Bopre, and others 💡 Why We Built This India’s trees hold more than just biological importance — they carry generations of mythology, medicine, and meaning. Bit Digital Forest is our attempt to preserve that knowledge in digital form — forever. 🔗 Explore it Live sagwan tree Palash Tree Peepal tree Gulmohartree Neem tree Let us know your thoughts, suggestions, or even if you’d like to contribute to future expansions — maybe regional language support or an interactive map? Thanks for reading! 🌳✨ webdev #environment #education #html #javascript #bitdigitalforest  ( 4 min )

The Semantic Web and the Rise of Intelligent AI Agents: Building the Next Generation of Smart Applications The digital age is characterized by an explosion of data, yet much of this information remains unstructured and lacks inherent meaning for machines. This is where the Semantic Web emerges as a foundational pillar, aiming to transform the World Wide Web from a web of documents into a web of data that machines can understand and process. Concurrently, the rapid advancements in Artificial Intelligence (AI) have ushered in an era of intelligent AI agents, capable of reasoning, decision-making, and autonomous task execution. The synergy between these two powerful domains promises to unlock a new generation of smart applications, creating an "agentic web" where AI agents can navigate, inter…  ( 8 min )

React is one of the most popular JavaScript libraries used for building dynamic user interfaces. As a beginner in React, I started my journey by understanding its core concepts. In this blog, I’ll share what I’ve learn so far: React DOM, npn vs npx,jsx, Framework vs Library, and the difference between SPA and MPA. What is React DOM? ReactDOM is a package that provides DOM-specific methods to interact with the HTML document. It is used to render React components into the actual DOM. import React from 'react'; const root = ReactDOM.createRoot(document.getElementById('root')); ReactDOM acts as the bridge between React and the browser DOM. NPM vs NPX Both npm and npx are command-line tools that come with Node.js, but they are used differently. NPM (Node Package Manager): Installs packages. NPX…  ( 4 min )

Check out this Pen I made!  ( 2 min )

description: "How a fake terminal UI spiraled into a browser-based AI prototype with attitude." This started as a placeholder. I wanted a portfolio. Something simple. Retro terminal aesthetic, green-on-black, maybe a flickering cursor for flavor. Basic stuff. I tossed in a few fake commands just to make it feel alive—one of them a totally nonsense link that led nowhere. Pure style. But then something in my brain broke in exactly the right way. That fake command? I made it do something. And then something else. Then I gave it a response. Then I wired in a bare-bones, fully browser-based AI model—no backend, no server, just a CPU-friendly fallback LLM running in the client. It talked back. Poorly. And rudely. Now I’ve got a half-broken terminal UI that insults you if you ask it stupid questi…  ( 4 min )

src/ └── main/ ├── java/ │ └── com/ │ └── yourcompany/ │ └── yourapp/ │ ├── YourAppApplication.java # Main class (entry point) │ │ │ ├── config/ # Configuration classes (e.g. WebSecurityConfig) │ ├── controller/ # REST Controllers (@RestController) │ ├── dto/ # Data Transfer Objects │ ├── entity/ # JPA Entities (@Entity) │ ├── exception/ # Custom exceptions & handlers │ ├── repository/ # Spring Data Repositories (@Repository) │ ├── service/ # Business logic layer (@Service) │ └── util/ # Utility/helper classes │ └── resources/ ├── application.yml # Configuration file (or .properties) ├── static/ # Static assets (HTML, CSS, JS if needed) ├── templates/ # Thymeleaf or other templates (if needed) └── db/ └── migration/ # Flyway or Liquibase SQL migrations cd src/main/java/com/yourcompany/yourapp/ mkdir -p {config,controller,dto,entity,exception,repository,service,util}  ( 3 min )

Hey Devs! 👋 Let’s break down a fun greedy + string manipulation problem — 2566: Maximum Difference by Remapping a Digit. This one is perfect for sharpening your skills in character replacement and greedy thinking. Given a number num, Bob is allowed to remap exactly one digit (0–9) to any other digit (including itself). All occurrences of the selected digit are changed. Your job: maximum difference between the largest and smallest number Bob can create by remapping one digit. ✅ Leading zeroes are allowed after remapping. Input: num = 11891 Output: 99009 Explanation: For maximum value: Replace '1' → '9' → becomes 99899 For minimum value: Replace '1' → '0' → becomes 890 Difference = 99899 - 890 = 99009 💡 Strategy & Intuition To get: Maximum value: Change the first non-'9'…  ( 4 min )

Building websites fast isn't about cutting corners — it's about smart automation, battle-tested workflows, and the right tech stack. Here's how our team at Mogged delivers premium websites to New Zealand businesses in just 24 hours. The Challenge: Speed Without Sacrificing Quality When I started building websites for local Wellington businesses, the same pattern kept emerging: small business owners needed professional websites yesterday, but traditional agencies quoted 4-8 week timelines. Spoiler: Yes, but it required rethinking everything about web development. Our Tech Stack: Built for Speed Here's the exact stack we use to achieve 24-hour delivery: const techStack = { framework: 'Next.js 14', styling: 'Tailwind CSS + Custom Design System', deployment: 'Vercel Edge Network', cms:…  ( 6 min )

Introduction Reactive methods, where one method runs automatically when another completes, whether synchronous or asynchronous, represent a powerful idea in modern development. TargetJS introduces a distinctly innovative approach to this concept: it enables methods to react exclusively to their immediately preceding counterparts, fostering a declarative and intuitive code flow. TargetJS also brings in a second key concept: it unifies both variables and methods into a new construct called “Targets”. Targets also provide state, loops, timing, and more, whether it's a variable or a function. When these two ideas are combined: code-ordered reactivity and Targets, they unlock a fundamentally new way of coding that simplifies everything from animations and UI updates to API calls and state man…  ( 9 min )

Application Framework: Cross-App Navigation Practice Concept and Scenarios of Cross-App Navigation Typical Scenario Implementation: Social Sharing Typical Scenario Implementation: Ad Redirection Typical Scenario Implementation: Special Text Recognition Common Issues Summary Cross-app navigation refers to the process of navigating from the currently used app (caller) to another app (target) for continued business operations. Caller and Target: In the app launch process, when app A launches app B, app A is the caller, and app B is the target. import { common } from '@kit.AbilityKit'; const link = 'https://appgallery.huawei.com/app/detail?id=com.huawei.hmsapp.books' @Entry @Component struct Index { build() { Column() { Text('Caller') Button('Go to App Market').onCl…  ( 9 min )

🐋 Complete Podman Desktop + WSL2 Setup Guide ✅ Complete guide with real troubleshooting — fully tested and working! 🎯 Fully replaces Docker Desktop using Podman Desktop and WSL2 natively. +------------------+ +---------------------+ +---------------------+ | Podman Desktop | | SSH (localhost key) | | WSL Ubuntu 24.04 | | (Windows) | | (merug -> tenzo) | | Podman Daemon | +------------------+ +---------------------+ +---------------------+ Windows 11 with WSL2 enabled Ubuntu 24.04 running in WSL2 Podman Desktop (latest version) 🆓 Free & open source (no Docker Desktop license limits) 🐧 Native Linux containers inside WSL2 🎛️ Use Podman Desktop GUI like Docker Desktop If you previously had Docker Desktop installed — uninstall it firs…  ( 5 min )

Looking for a chair that delivers on comfort, functionality, and durability — without the outrageous price tag? The DROGO Throne Ergonomic Gaming Chair is making serious waves among both gamers and work-from-home professionals. With a sleek fabric finish, integrated massager, adjustable features, and solid build, this chair offers an experience you'd expect from models twice its price. Comfort That Lasts All Day The DROGO Throne is designed with a pocket coil cushion, high-density foam, and breathable fabric, ensuring maximum comfort for long sessions. Whether you're gaming for hours or grinding through work, the chair molds to your posture and keeps you relaxed. Integrated massager lumbar pillow provides on-demand relief. Headrest pillow supports your neck and reduces fatigue. Retractab…  ( 4 min )

So far in this series, we’ve covered why AI app security matters, how to model threats, and how to protect your training and inference data. But now we’re getting into the heart of the system: the model itself. Whether you’re calling a hosted LLM API or deploying your own fine-tuned transformer, there are ways models can be abused, manipulated, or even stolen, often without leaving obvious traces. Let’s break down what kind of attacks target the model itself, and what you can do to mitigate them. Unlike prompt injection (which manipulates input), model-level attacks aim to: Extract private data the model memorized Reverse-engineer the model or its weights Force the model to misbehave (deliberately or subtly) Replicate a model’s outputs through query flooding These attacks can happen even i…  ( 5 min )

I've published a new Ruby gem webri that is a command-line utility for displaying Ruby's online documentation (web pages). It's sort of like RDoc's own RI, but: ri displays text documentation in your command window. webri displays a web page from Ruby's official documentation by opening it in your default web browser. Example (opens page Array in your web browser): $ webri webri> Array Found one class/module name starting with 'Array' Array (Array.html) Opening web page https://docs.ruby-lang.org/en/3.4/Array.html. webri> webri displays documentation for (details at the links): Class or module. Singleton method. Instance method. Ruby page. Check out the README. To install: $ gem install webri Then invoke with: $ webri webri>  ( 3 min )

The pervasive integration of Artificial Intelligence (AI) and Machine Learning (ML) into nearly every facet of modern life has brought unprecedented innovation and efficiency. However, this widespread adoption also exposes critical vulnerabilities, particularly concerning the security and privacy of the underlying data and models. AI/ML workloads, by their very nature, handle vast amounts of sensitive information—from proprietary business data and intellectual property embedded in models to highly personal user data used for training and inference. Common attack vectors on AI systems are diverse and sophisticated. During the training phase, data exfiltration is a significant concern. Malicious actors could attempt to steal or tamper with the sensitive datasets used to train models, leading…  ( 8 min )

Daily JavaScript Challenge: Calculate the Sum of Primes Below N Hey fellow developers! 👋 Welcome to today's JavaScript coding challenge. Let's keep those programming skills sharp! Difficulty: Medium Topic: Number Theory Write a function that calculates the sum of all prime numbers less than a given number N. https://www.dpcdev.com/ Fork this challenge Write your solution Test it against the provided test cases Share your approach in the comments below! Check out the documentation about this topic here: https://en.wikipedia.org/wiki/Primality_test How did you approach this problem? Did you find any interesting edge cases? What was your biggest learning from this challenge? Let's learn together! Drop your thoughts and questions in the comments below. 👇 This is part of our Daily JavaScript Challenge series. Follow me for daily programming challenges and let's grow together! 🚀 javascript #programming #coding #dailycodingchallenge #webdev  ( 17 min )

Dari Ngoding Sampai Ngopi: Curhatan Software Engineer Hadapi Realita Hidup Jadi Software Engineer itu kayak rollercoaster, bro. Ada kalanya ngerasa di atas awan karena berhasil mecahin masalah ribet, tapi kadang juga ngerasa kayak mau nyebur ke jurang karena bug yang nggak kelar-kelar. Gua mau cerita nih, suka duka gua sebagai Software Engineer, biar lu pada nggak ngerasa sendirian! Gua inget banget, dulu waktu baru lulus kuliah, mikirnya jadi Software Engineer itu cuma ngoding, ngoding, dan ngoding. Ternyata, realitanya jauh lebih kompleks. Ada meeting yang nggak jelas juntrungannya, deadline yang bikin jantung copot, sampai drama kantor yang lebih seru dari sinetron. Beberapa waktu lalu, gua ngerasa kayak robot. Bangun tidur langsung ngoding, selesai kerja masih mikirin kode. Weekend p…  ( 5 min )

Comments  ( 5 min )

Comments  ( 8 min )

Comments  ( 23 min )

Comments  ( 2 min )

A US-based YouTuber who goes by the handle PlainRock124 recently got banned by the Nintendo Store in San Francisco for the crime of bringing down the hammer down on the newly launched Switch 2, literally. That’s right, Nintendo effectively dealt a “Reverse Uno” on the banhammer to a customer, outside its doors. Here’s a bit […] The post YouTuber Gets Banned From Nintendo Store After Smashing Switch 2 With Hammer appeared first on Lowyat.NET.  ( 33 min )

Last week, Nubia introduced a new A-series lineup in Vietnam, including the A56. While the ZTE-subsidiary has yet to announce a local launch, we can expect it to arrive here in the near future as the phone has made an appearance on the SIRIM database. The A56 was listed on the SIRIM database on 6 […] The post Nubia A56 Arrives On SIRIM; Local Launch Likely Soon appeared first on Lowyat.NET.  ( 33 min )

ETF analyst James Seyffart said all of the updated S-1 filings "include staking language I believe."

Patients using chatbots to assess their own medical conditions may end up with worse outcomes than conventional methods, according to a new Oxford study.  ( 10 min )

Decorator is a powerful pattern that helps us keep our models clean while adding presentation logic. Today, I want to share my approach to implementing decorators in Ruby on Rails. I was inspired by a great article: Build a minimal decorator with Ruby in 30 minutes Rémi - @remi@ruby.social Ruby Weekly for sharing it! What if we took a different approach? Let's solve this problem in reverse, like in the Tenet movie where time flows backwards 😈 Imagine we have a Post model with a status enum column, an Author model with first_name and last_name fields. Let's create some decorators to enhance these models. # app/decorators/post_decorator.rb class PostDecorator < SimpleDelegator STATUS_COLORS = { published: :green, draft: :indigo archived: :gray, deleted: :red }.freeze …  ( 4 min )

Bridging the Visual-to-Code Divide The Power of Image as Context Okay, so we've all been there. You've got this beautiful design mockup, maybe a screenshot of something cool you saw online, or even just a hand-drawn sketch. Now you have to turn it into actual code. It's like trying to explain a dream to someone – something always gets lost in translation. But what if the image could just... be the code? That's the idea behind using images as context. It's about letting the visual speak directly to the machine, cutting out the human middleman (and all the potential for error). Think of it as giving your images API access to Canva Code. Instead of manually interpreting designs, the AI can 'see' what you want and generate code that matches. Real-World Applications of Image to Code So, where d…  ( 6 min )

Este documento contém instruções para configurar um sistema de envio de SMS usando serviços AWS (API Gateway, Lambda e SNS). Arquitetura da Solução Código da Função Lambda Configuração da Infraestrutura Configuração de Autenticação com API Key Como Usar a API Considerações Adicionais A solução consiste em: API Gateway: Recebe requisições HTTP POST Lambda: Processa as requisições e chama o SNS SNS: Envia as mensagens SMS para os destinatários O fluxo de dados é: Cliente envia POST para o API Gateway API Gateway aciona a função Lambda Lambda extrai os dados e chama o SNS SNS envia o SMS para o número especificado Arquivo: send_sms_lambda.py import json import boto3 import os def lambda_handler(event, context): try: # Extrair o corpo da requisição if 'body' in event: …  ( 6 min )

Yaz tatili, birçok kişi için deniz kenarında dinlenip güneşin tadını çıkarmak anlamına gelebilir, ancak bir geliştiriciyseniz, muhtemelen arka uç sistemleriniz hakkında düşünüyorsunuzdur. Arka uç, bir uygulamanın temelidir ve ölçeklenebilirlik, güvenlik ve performans gibi çeşitli faktörler göz önünde bulundurularak dikkatli bir şekilde tasarlanmalıdır. Bu yazıda, arka uç geliştirme konusunda uzman bir geliştirici olarak, etkili bir arka uç stratejisi uygulamak için gerekenlere dalacağız. Geliştiriciler olarak, genellikle göz kamaştırıcı kullanıcı arayüzleri ve pürüzsüz etkileşimlere odaklanırız, ancak arka uç stratejileri bir uygulamanın uzun vadeli başarısı için hayati önem taşır. Verimli bir arka uç, ölçeklenebilirlik ve güvenilirlik sağlar, böylece uygulamanız büyüdükçe ihtiyaçlarınızı …  ( 5 min )

💼 From Code Labs to Code Reviews: My Internship at Scaler After spending college building passion projects and winning a hackathon or two, I thought I was ready for the big leagues. But then came my internship at Scaler—and reality hit harder than a failed CI build on Friday evening. 🚀 Missed Part 1? Part 1 – My College Coding Chronicles to see how it all began. The internship kicked off with a 1-month training phase. We were given a choice between frontend and backend. Riding high on confidence and caffeine, I picked backend. Then came the twist: “You’ll be working with Ruby on Rails.” Me: “Cool... wait, Ruby does... what now?” And just like that, I was dropped into a massive monolithic Rails codebase, filled with more magic methods and callback chains than I’d ever seen. The SQL quer…  ( 5 min )

Setting up Domain with Namecheap & Netlify Ekunola Ezekiel ・ Jan 22 '20 #showdev #webdev #devops  ( 2 min )

"We built the perfect event-sourced system—until we needed to change it." Event sourcing gives you an immutable audit log of everything that’s happened in your system. Hexagonal architecture keeps your business logic framework-independent. Combine them, and you get a system that’s: Debuggable (replay past states) Decoupled (swap storage, UIs, or frameworks) Maintainable (isolate changes) But when done wrong? You’ll drown in event spaghetti, leaky abstractions, and replay hell. Here’s how to make them work together—without overengineering. 1. Where Hexagonal Meets Event Sourcing Traditional Rails # Tightly coupled, CRUD-style class Order < ApplicationRecord after_save :send_confirmation_email end Hexagonal + Event-Sourced Rails # Core domain (pure Ruby) class Order …  ( 4 min )

After spending time working through the NeetCode 150 list, I decided to start organizing my notes — beginning here with arrays. While I’m rescanning the NeetCode 150 list, I’m refining my notes and updating this document with clearer examples, key takeaways, and helpful patterns I didn’t catch the first time. Everything here is written in Python since that's what I’m using to solve the problems. These are things I reviewed, things I found useful, and examples that helped things click. Hopefully, they’ll be useful for you too. Source: neetcode.io/practice, personal study sessions, coaching guidances, and A Common-Sense Guide to Data Structures and Algorithms by Jay Wengrow Arrays are one of the most basic and fundamental data structures. Arrays are stored contiguously in memory. There are t…  ( 6 min )

How do you protect your peace and mental health in an industry that never sleeps?  ( 3 min )

The Scaling Dilemma: More Cores, More Problems Our payment processing API was peaking at 80% CPU usage on a 16-core server, yet only one core was doing most of the work. Node.js’s single-threaded nature was holding us back, but the solution wasn’t obvious: Should we use clustering? (Fork processes) Or Worker Threads? (Share memory, but not state) We benchmarked both. Here’s what we learned. Option 1: Clustering (Forking Processes) How It Works Master process forks multiple Node.js instances (one per CPU core). Each process has its own memory, event loop, and V8 instance. Best For: ✔ Stateless APIs (e.g., REST services) Crash isolation (one process dying doesn’t kill others) Simple scaling (cluster module makes it easy) The Catch: Memory overhead (each fork duplicates…  ( 4 min )

In the world of modern software development, especially as a frontend developer working across global teams, one truth holds steady:** without version control, everything falls apart**. Recently, I took time to deepen my understanding of how version control systems (VCS), developer workflows, and command-line tools empower us to build better software—together, from anywhere in the world. Here’s my reflection on what I learned, and how it all fits into the puzzle of professional frontend development. Why Version Control Is More Than Just “Git Commands” From learning about the history of version control and subversion systems to grasping the sheer importance of tracking every change, I realized how essential this practice is when building software with large, distributed teams. It keeps our …  ( 5 min )

By the looks of it, malware and vulnerabilities are not going anywhere anytime soon. However, with the hard work of defenders and constant education of the end users, we can reduce the risk and threat that they pose to our society. With the rise (or publicity) of genAI, normal users found a new productive tool, and malicious users added a potent weapon to their arsenal. All these are what we are about to discuss in this week's edition of our security review. Millions of low-cost Android devices turn home networks into crime platforms If you want cheap products, this article should make you think again. In addition, the malware in question has been active for almost a decade. And to say that it packs some punch would be an understatement. Here is what I am saying: The malware employed an …  ( 14 min )

Rediscovering the Building Blocks Essentials of JavaScript: variables, data types, and operators. It reminded me how mastering these basics is crucial, especially when debugging complex applications. Understanding how JavaScript handles type coercion, Booleans, and logical operators gave me a refreshed perspective on writing cleaner, more predictable code. Control Flow That Matters Arrays, Objects & Functions – The Real Backbone Better Error Handling, Fewer Bugs Functional and Object-Oriented Thinking Functional programming (pure functions, recursion, scope) Object-oriented programming (classes, inheritance, constructors) This duality helped me better understand how to architect different parts of a web app depending on the use case—especially when juggling state management and component structure in modern frameworks. Working with Modern JavaScript Features JavaScript in the Browser Testing and Tooling: The Often-Ignored Hero Final Thoughts If you're working with frameworks like React, Angular, or Vue, or diving into backend with Node.js, this kind of deep dive will only make you better. My advice? Never stop learning. Relearn the fundamentals. They’re your most powerful tools. Have you revisited your core JS knowledge recently? I’d love to hear what helped you grow. Let’s connect and learn together.  ( 4 min )

Introduction Computer crime investigation is a branch of digital forensics that aims to detect, analyze, preserve, and present digital evidence related to illegal activities carried out via or against computer systems. Identify sources of digital evidence. Preserve the integrity of collected data. Reconstruct events that led to an attack. Identify the perpetrators or those responsible for malicious actions. Provide admissible evidence in a court of law. Identification Detection of an incident or crime (e.g., intrusion, fraud, data theft). Defining the digital crime scene. Preservation Backing up systems, drives, and event logs. Using bit-by-bit imaging tools to avoid altering evidence. Collection Extracting files, emails, logs, metadata, etc. Maintaining the chain of custody. Analysis Examining data using specialized tools (e.g., EnCase, Autopsy, Volatility). Reconstructing activities: logins, transfers, deletions, etc. Presentation Writing a clear and chronological technical report. Legal use of evidence: expert testimony, submitting evidence in court. Type of Crime Example Intrusion Unauthorized access to a server Fraud Phishing, bank fraud Espionage Theft of confidential data Sabotage Data deletion or denial of service Hacking Deployment of malicious software (malware) Disk Analysis: FTK Imager, Autopsy RAM Analysis: Volatility Framework Network Analysis: Wireshark, tcpdump Timeline and Correlation: Plaso, SleuthKit Comply with local laws (e.g., GDPR, cybersecurity laws, Budapest Convention). Digital evidence must be authentic, intact, complete, and explainable. Always work on a copy of the original data. Document every action (time, tool used, responsible person). Use certified tools recognized by the forensic community.  ( 3 min )

Couchbase Weekly Updates - June 13, 2025 Brian King for Couchbase ・ Jun 13 #aws #tco #vectordatabase #couchbase  ( 2 min )

If you've been coding for any length of time, you've probably noticed something pretty remarkable happening lately. The way we write software is changing, and it's changing fast. Large Language Models, or LLMs as we developers like to call them, have quietly become one of the most game-changing tools we've ever had in our toolkit. Developers everywhere are discovering how these AI assistants can make us more productive, creative, and frankly, better at what we do. What Are Large Language Models, Really? GPT-4/GPT-4o from OpenAI – The Swiss Army knife of AI models, great at reasoning through complex problems and writing solid code Claude Sonnet/Opus from Anthropic – My personal favorite for careful analysis and when I need responses that won't lead me astray Gemini Pro/Ultra from Google – P…  ( 8 min )

Introduction Recently, a minor issue came up at work. The necessary follow-up has already been taken care of, and as far as I can tell, I've done everything I need to. But still, I can't seem to shake this uneasy feeling. Now that the situation has been resolved, you'd think I'd be able to return to my normal routine. But yesterday, and again today, I’ve been feeling gloomy and unmotivated. When we encounter a bug in our code, we insert console.log() statements, check variable values, and trace the problem step by step. But when it comes to our own feelings—like when we’re stuck in a fog or can’t seem to move forward—do we debug ourselves the same way? Last night, I noticed a subtle shift in my mood. That prompted me to look back and trace my recent actions. On a daily basis, I use Logs…  ( 5 min )

BSON and MongoDB internals BSON is how MongoDB stores documents on disk. BSON is how MongoDB communicates between client and server. Indexes, metadata, and replication all operate on BSON. Our Java driver handles the BSON encoding and decoding transparently. But if we're building performance-sensitive applications or exploring custom serialization, or we’re even just curious, it's worth understanding. In order to follow along with the code, make sure you have Java 24 and Maven installed. You will also need a MongoDB cluster set up. A MongoDB M0 free-forever tier is perfect for this. Project structure: /src └── main └── java └── com └── mongodb ├── Main.java ├── User.java └── Address.java pom.xml Maven dependency (pom.xml): org.mongodb mongodb-driver-sync 5.4.0 In MongoDB’s Java driver, we can interact directly with BSON types using classes like BsonString, BsonInt32, and BsonObjectId. However, we rarely do this. Instead, we work with standard Java types, and MongoDB automatically handles the conversion to BSON. Here’s a look at BSON-specific types:  ( 3 min )

GitOps, at its core, establishes a Git repository as the single source of truth for declarative infrastructure and application configurations. While its foundational principles offer immense benefits in simpler setups, the true power of GitOps unfolds when applied to the complexities of multi-cloud, hybrid, and edge environments. This deep dive explores advanced strategies for mastering GitOps at scale, providing actionable insights for practitioners navigating these distributed landscapes. In an era where 92% of enterprises embrace a multi-cloud strategy, managing infrastructure across disparate cloud providers like AWS, Azure, and GCP presents significant challenges. GitOps emerges as a powerful paradigm to unify this diverse infrastructure, treating the desired state of all cloud resour…  ( 7 min )

📰 I published a new post on DEV! ✨ What is the Most Difficult Thing You Ever Had to Code? Anita Olsen ・ Jun 10 #discuss 💻 I completed 7 singleplayer levels and I played multiplayer levels daily on CodeCombat! ✨ The list of singleplayer levels completed is incorrect but at least some is shown correctly but you should get the idea   🎯 I met my weekly target on Codecademy! ✨ I refreshed on the Python 2 course and finished project DNA Analysis     I am a series of small victories and large defeats and I am as amazed as any other that I have gotten from there to here. Thank you for reading! ♡  💎 Visit my web page  ( 3 min )

For decades, the customer persona has been the bedrock of intelligent marketing. Yet, many marketers still rely on semi-fictional archetypes, pieced together from educated guesses and sparse data. The result? Campaigns that often miss their mark, speaking to an audience rather than with them. Imagine, instead, a world where your personas are not just static profiles, but living, breathing representations of your actual customers, illuminated by deep, real-time insights. This isn't a future fantasy; it's the present reality, thanks to the strategic application of artificial intelligence. The traditional persona-building process, while valuable, often suffers from inherent limitations. It’s manual, time-consuming, and heavily reliant on the quality and volume of human-interpretable data. Sur…  ( 7 min )

Every marketer understands the relentless pursuit of higher conversion rates. We meticulously craft ad copy, design landing pages, and then... we test. A/B testing is the bedrock of optimization, yet the process of generating truly diverse, impactful variations can be a creative drain and a significant time sink. Brainstorming endless headlines, refining body copy, and envisioning distinct landing page layouts often feels like an uphill battle against the clock and creative fatigue. Imagine a powerful assistant that could instantly conjure a multitude of high-quality, relevant ad and landing page variations, freeing you to focus on strategy and analysis. This isn't a futuristic fantasy; it's the present reality with advanced AI. By harnessing artificial intelligence, marketers can revoluti…  ( 8 min )

Building Privacy-First Apps As privacy concerns continue to grow among users, building trust through thoughtful data handling has become essential for app success. Privacy isn't just a compliance checkbox—it's about building genuine alignment between what users expect and what your app actually does with their data. As Steve Jobs noted in 2010, privacy means "people knowing what they're signing up for, in plain language, and repeatedly." The foundation rests on three key concepts: privacy is fundamentally about people and how technology impacts them, it involves the processing of personal data, and it requires respecting the context and expectations around that information. Apple's approach centers on four core principles: Data minimization: Collect only what you truly need On-device pro…  ( 4 min )

In today's visually-driven marketing landscape, video isn't just a nice-to-have; it's a conversion engine. But let's be honest, crafting compelling video scripts – the kind that capture attention, build trust, and drive action – is a significant undertaking. It demands creativity, an understanding of audience psychology, and a knack for concise storytelling. What if you could amplify that process, moving from concept to high-converting script with unprecedented speed and precision? Enter artificial intelligence. AI isn't here to replace the imaginative spark of a human marketer, but rather to serve as an incredibly powerful co-pilot. It handles the heavy lifting of ideation, structuring, and refinement, freeing you to focus on the strategic nuance that transforms a good video into a truly …  ( 7 min )

n8n is one of the hottest automation tools available right now. It's open source, powerful, and AI native. Once you're ready to self-host it, the next step is choosing the right cloud provider. Here are five options and how they compare when hosting your own n8n instance. Sliplane Sliplane is built for people who want to self-host tools like n8n without server management. Price: starts at 9 euros per month for 2GB RAM, 2vCPU and 40GB SSD Pros: one click n8n deployment automatic backups included free domain and HTTPS zero server setup required no separate billing for Postgres predictable flat pricing A complete setup in minutes without dealing with configuration, updates, or infrastructure headaches. 2. Hetzner Hetzner offers cheap and fast VPS instances, especially popular…  ( 4 min )

The exploration of Stream-Oriented Programming continues. Now that we have a good UI library for that, a decent Collections Library, and the brand-new Observable Plugin System for streams, it's time to build a blueprint for some really cutting-edge, futuristic webapps. Three core principles drive this project Advanced simplicity (approach) Everything is a stream (code) Everything is a plugin (architecture) Too many people start their projects keeping them "simple". If you pay some attention, that means a lot of things, depending on who you talk to. More often than not you see disastrous approaches like cars that can only drive forward and only turn right because that's "what the client asked for", or because turning right is considered "simpler" than turning both ways. So, whenever we have…  ( 4 min )

Quantum computing poses an imminent threat to the cryptographic foundations that protect our applications and user data. While sufficiently powerful quantum computers don't exist yet, the time to act is now. Here's what developers need to know about transitioning to quantum-secure cryptography. The most pressing concern is the "harvest now, decrypt later" attack. Attackers can currently intercept and store encrypted network traffic, then decrypt it once quantum computers become available. This means sensitive data transmitted today could be compromised in the future. Quantum attacks affect cryptography in two main ways: Public-key cryptography (RSA, elliptic curves) will be completely broken by quantum computers Symmetric-key cryptography will be weakened but can be strengthened by doublin…  ( 4 min )

Inboxes today are less a communication channel and more a digital battleground. Amidst the relentless barrage of promotions, updates, and unsolicited pitches, the average email struggles to even register, let alone resonate. The era of generic, one-size-fits-all email campaigns is undeniably over. What remains is a profound hunger for relevance, a yearning for messages that feel less like mass-produced flyers and more like genuine conversations. This is where the true power of personalized email nurture sequences lies, and critically, it’s where artificial intelligence emerges as an indispensable co-pilot for marketers aiming for genuine connection and high-conversion outcomes. For too long, deep personalization was a luxury, reserved for brands with immense resources or the capacity for p…  ( 7 min )

The digital landscape is a battleground for attention. Every click, every scroll, every second counts. For marketers, the ultimate goal is simple yet profoundly complex: to convert. And nowhere is this more acutely felt than on the landing page – that singular destination where intent meets opportunity. It’s where your carefully crafted ad campaigns culminate, and where a visitor decides whether to engage, or simply move on. For years, crafting a truly high-converting landing page felt like a blend of art, science, and a dash of intuition. It demanded endless brainstorming, meticulous copywriting, A/B testing variations, and a deep understanding of psychological triggers. The process was often time-consuming, resource-intensive, and prone to the dreaded "writer's block" that can stall even…  ( 8 min )

Ever struggled with writing Git commit messages? I used to face these daily challenges: "Can't think of the right English expression..." "Commit message granularity is all over the place" "Making it comply with Conventional Commits is tedious every time" "Ending up with lazy messages like fix or update" Especially during late-night coding sessions, I'd write commit messages like "it works now" and later wonder "what did this fix again?" That's why I developed Claude Auto-Commit - a tool that leverages Claude AI to solve these problems once and for all. GitHub: https://github.com/0xkaz/claude-auto-commit Website: https://claude-auto-commit.0xkaz.com Intelligent Message Generation: Claude AI understands code changes and generates appropriate messages Multi-language Support: Supports 6 langu…  ( 6 min )

Your digital ad budget is burning, and clicks are scarce. In a landscape saturated with messaging, getting an ad to stand out feels like shouting into a hurricane. Audiences have developed an almost superhuman ability to ignore anything that smells like a sales pitch, scrolling past even the most carefully crafted campaigns. The relentless demand for fresh, compelling angles can drain creativity and resources, leaving marketers wondering if true ad innovation is still possible. But what if you could outsmart ad fatigue not with more effort, but with smarter leverage? Imagine transforming an endlessly demanding task into a dynamic partnership, where your strategic insights meet a powerful engine for creative expansion. This isn't about AI replacing the art of copywriting; it's about AI elev…  ( 7 min )

You've dived into the world of AI, filled with promises of efficiency and innovation. You craft a prompt, hit enter, and... the response is a dud. Generic, off-topic, repetitive, or just plain bland. It's easy to feel frustrated, perhaps even betrayed by the hype. But before you write off AI as another overblown trend, consider this: the "bad" response isn't always the AI's fault. More often than not, it's a symptom of a conversation gone awry, a signal that your instructions weren't quite clear enough. Think of AI not as a magic genie, but as an incredibly fast, highly literal intern. It can process vast amounts of information and generate text at lightning speed, but it lacks inherent understanding, intuition, or the ability to read between the lines. It relies entirely on the quality of…  ( 7 min )

In today's evolving threat landscape, cybersecurity is no longer a siloed IT function - it is a critical pillar of enterprise resilience and business continuity. As organizations strive to improve their risk posture, reduce vulnerabilities, and align with regulatory frameworks, there's an urgent need to move beyond reactive defense models. This is where Lean Six Sigma (LSS) - a methodology rooted in process improvement and waste reduction - becomes a powerful ally in strengthening cybersecurity infrastructure through disciplined risk assessment and management. The Intersection of Cybersecurity and Lean Six Sigma DMAIC Meets Cyber Risk Assessment Eliminating Cyber Waste: Lean Thinking in Action Lean thinking encourages security teams to identify and remove these non-value-adding elements. By applying Value Stream Mapping (VSM), organizations can visualize every step in the cyber defense lifecycle - from threat detection to response - and optimize it for speed, accuracy, and compliance. Quantifying Risk Like a Black Belt By treating risk management as a process improvement problem, cybersecurity teams can shift from static compliance checklists to dynamic, metrics-driven governance. Success Story: Lean Cybersecurity in Practice The result? A 38% reduction in provisioning time, fewer audit flags, and a stronger control environment that aligns with both NIST 800–171 and CMMC practices. Conclusion: The Future is Lean and Secure About the Author Dr. Robert A. Morgan, MSc is a Senior Cyber Security Software Engineer, and cybersecurity strategist.  ( 5 min )

As I delve deeper into the world of Web3, I've been working my way through foundational concepts to have a better understanding of the industry (check out my last five posts on the Midnight Dev Diaries!). This week, I dove into one of the most practical and privacy-focused ideas I’ve encountered so far: selective disclosure. Selective disclosure is more than just a technical feature—it’s the working expression of a broader idea known as rational privacy. It allows individuals to prove or reveal only what’s necessary in a given interaction, keeping everything else private. In an ecosystem where trust must be earned without a central authority, this ability to protect personal data while still meeting legal or operational requirements is critical. This post examines how selective disclosure …  ( 9 min )

You’ve probably felt the frustration: hitting 'generate' on your AI tool and getting something… almost right. It’s bland, off-brand, or just plain doesn't sing. In the fast-paced world of marketing, where every word, every headline, and every call-to-action directly impacts your conversion rates, "almost right" simply isn't good enough. Generic AI outputs don’t build trust, they don't capture attention, and they certainly don't drive sales. So, how do you bridge the gap between basic AI output and high-converting marketing gold? The answer lies in mastering a powerful technique: iterative prompting. Think of your AI as a brilliant but sometimes naive junior copywriter. You wouldn't hand them a single instruction and expect a perfect, final draft of a sales page. You'd review their work, of…  ( 6 min )

TL;DR This article breaks down the total cost of ownership (TCO) for authentication methods, with a developer’s view on implementing passwordless authentication. We’ll cover cost frameworks, technical trade-offs, sample integration code, and practical advice for SaaS and enterprise environments. Introduction: The Real Cost of Authentication Technical Context: Why Devs Should Care Cost Breakdown: Hidden vs. Visible Expenses Password vs. MFA vs. Passwordless: A Developer’s Comparison Passwordless Implementation: Key Technical Details Code Samples: WebAuthn, Biometrics, and More Technical Challenges and Solutions Discussion Point Conclusion & Resources Most developers know authentication is essential, but few realize how much it impacts the bottom line. When CTOs and CISOs look at authentica…  ( 5 min )

In a landscape saturated with messaging, the quest for a marketing angle that genuinely resonates feels increasingly like searching for a needle in a haystack. We churn out content, craft ads, and launch campaigns, often to find our efforts dissolving into the digital ether, indistinguishable from the noise. The conventional wisdom of "know your audience" is foundational, yet relying solely on broad demographic data or static, idealized customer profiles often leads to generic campaigns that miss the mark. What if there was a way to dive deeper, to virtually sit across from your ideal customer, understand their nuanced world, and tap into their unspoken desires and frustrations? This isn't a hypothetical anymore. Welcome to the era of AI-powered personas, a revolutionary approach that does…  ( 7 min )

When I applied to Red River College’s Game Development – Programming Advanced Diploma, I assumed the program, while competitive, would at least be fair. I also assumed the selection process would be clear. Neither turned out to be true. 🎯 The Reality Despite how it’s marketed — with vague admissions language like “good programming fundamentals” and “interest in game development” — this is a post-secondary filtered selection system. The actual requirements, whether stated outright or not, demand: Second-year university-level Java knowledge Unity game engine experience Real-time game logic and architecture 2D/3D animation systems Authentication and backend security Math for games and applied system logic Project documentation, version control, and production pipelines That’s not “introducto…  ( 5 min )

Design-first has many benefits for rapid prototyping and shaping ideas. However, code-first is probably the more mature of the two design methodologies discussed in this chapter. The reason for this is quite simple: Implementation code predated API description languages, which in turn were born from the need to produce a schematic representation of an API for consumption outside the code base. The API economy and software engineering in general have had this need for a long time. We cannot simply throw open our code repositories and invite any external collaborators in to view our implementation code. We need the means to describe the shape of our API outside our safe and secure codebase. That fact is true regardless of whether we are going with code-first or design-first, but it's all the more pertinent in the code-first world. The reason that API description languages came into being is so that developers could automatically generate API-related documentation based on the shape of their implementation code and provide the description to external consumers. The methodology is generally as follows: Write implementation code that reflects a given interaction with the API. Implement routing to provide request and response operations. Apply meaningful annotations that can transpose the "shape" of the code to an API description document. Generate the API description document at build time, source control it, and distribute the document to interested parties. This approach has grown organically, matured over time, and is not unique to OpenAPI. There is also a huge number of packages that support code-first. We have two examples in the following sections that use springdoc-openapi and APIFlask, written in Java and Python respectively, to demonstrate how code-first works with popular programming languages and frameworks. In both examples, we will use the stripped-down Petstore API we created in the design-first section as the implementation requirement, and show how this OpenAPI description would be generated from code.  ( 3 min )

I spent hours wondering why my MongoDB documents only had an _id field after saving — and the fix turned out to be ridiculously simple. If you're using Mongoose with the Next.js App Router and noticing that only the _id is being saved to MongoDB (while fields like name, email, createdAt, and updatedAt are mysteriously missing), this article is for you. I'll walk you through the exact bug, what caused it, and how to fix it in 3 seconds — before it wastes as much of your time as it did mine. I was building a simple signup API [Nextjs 13] MongoDB (via Mongoose) Thunder Client (for testing) App Router (/app/auth/signup) Everything was fine... until it wasn’t and i started sweating, cussing and had to nose dive into nextjs documentation. I sent a POST request to my /api/auth/signup route with …  ( 5 min )

TL;DR Over the past decade, I’ve grown from a self-taught grade school coder in the Philippines to a Senior Software Engineer II in Vancouver. My journey hasn’t been perfect. It’s been filled with early career missteps, poor communication from leadership, a lack of mentorship, and the personal toll of a pandemic-era layoff. But through it all, I’ve found purpose in mentorship, connection, and continuous growth. This write-up is my way of reflecting on the highs and lows, and of showing that no two career paths are alike -- and that’s okay. If nothing else, I hope it reminds someone out there that they’re not alone in the messiness of a tech career. I've been a software engineer for over ten years now -- starting my career in 2013. During this time, I've experienced, the good, the bad, an…  ( 8 min )

・The main concept of FunctionAsChild that we define a function that can receive parameters from the parent. Let's see what it looks like: const FunctionAsChild = ({children}) => children() As you can see, FunctionAsChild is a component with a component with a children property defined as a function. The preceding component can be used like this: {() => Hello, World } The children function is executed within the parent's render method, returning the Hello, World texy wrapped in a div tag, which is displayed on th screen.  ( 3 min )

OpenAPI currently provides support for five different security schemes through the Security Scheme Object, including the following: API Key (apiKey): API keys are a popular means for providing a coarse-grained security credential to API consumers. The popularity of API keys has waned somewhat, largely due to the fact they are not protocol-bound and therefore not standardized, and because they provide limited proofs-of-possession. However, they continue to be provided in OpenAPI. HTTP (http): HTTP provides a pointer to any valid security scheme in the IANA Authentication Scheme registry. While there are several entries in this registry, probably the most popular are Basic Authentication - essentially a username and password - and Bearer Tokens in the context of OAuth 2.0. Mutual TLS (mutualTLS): Mutual TLS is a security mechanism that is popular in financial service APIs as it enforces the verification of x509 certificates at both the client and the server. OpenAPI provides limited built-in metadata for this Security Scheme, and API providers must provide additional details to describe specifics like accepted certificate authorities and supported ciphers. OAuth 2.0 (oauth2): OAuth 2.0 is a fundamental building block of the API Economy as it facilitates allowing users (real human beings) to delegate their access to a third party at a given service provider. It is therefore well represented in OpenAPI, with the means to describe the most important OAuth flows. OpenID Connect (openIdConnect): Support for OpenID Connect is supported in providing a link to the OpenID Connect Discovery metadata. While this in itself does not provide much in the way of rich metadata, it provides a pointer to a very rich document that can be programmatically parsed, allowing API consumers to access and act on this information in their applications in an automated manner.  ( 3 min )

13 June 2025 Today marks a small but meaningful milestone—I finally completed my 6th semester! 🎉 The last paper was Big Data, and honestly, it went well. Felt good to wrap things up on a high note. But that’s not all—this blog marks the 14th consecutive blog. Two whole weeks of consistency. I’ve never stuck to something like this before, and it genuinely feels great. It’s not about how perfect the posts are—it’s the habit. The discipline. The little 10-15 minutes I’ve been giving to show up every single day. That’s what I’m proud of. After the exam, I went out for a family dinner, so my energy levels were zero by the time I got home. No work done today, and that’s okay. We all need breaks—especially after weeks of grinding through notes, deadlines, and projects. Starting tomorrow, I’ll be switching gears: But for tonight, I’ll let myself breathe. Exams ✅ Here’s to consistency! Signing Off Anisha 💗  ( 3 min )

Sumário Entendendo o que são Embeddings Entendendo o que são Vector Store Fluxo de uma aplicação normal com RAG Fluxo da nossa aplicação usando RAG Criando nossa aplicação Modelos de inteligência artificial não compreendem diretamente a linguagem natural como os humanos. Em vez disso, eles trabalham melhor com representações matemáticas. É aí que entram os embeddings — vetores gerados por modelos de embedding que capturam a essência de um texto, imagem ou áudio. Esses vetores tornam possível comparar conteúdos de forma rápida e precisa, permitindo que sistemas de IA reconheçam similaridades mesmo quando a linguagem usada não é exatamente a mesma. Os vector stores são bancos de dados especializados em armazenar esses vetores (embedding vectors).Quando um novo vetor é consultado, o vecto…  ( 7 min )

Whether you're new to C# or a seasoned developer who needs a quick refresher, this cheat sheet is for you. It’s a compact but powerful reference filled with practical examples and syntax reminders that’ll keep you sharp and efficient as you code. ✅ Variables int age = 30; double pi = 3.14; string name = "Elmer"; bool isActive = true; char initial = 'E'; ✅ Constants const double Gravity = 9.81; ✅ Nullable types int? score = null; ✅ If-Else if (age > 18) Console.WriteLine("Adult"); else Console.WriteLine("Minor"); ✅ Switch switch (dayOfWeek) { case "Monday": Console.WriteLine("Start of week"); break; default: Console.WriteLine("Any day"); break; } ✅ For loop for (int i = 0; i < 5; i++) Console.WriteLine(i); ✅ Foreach string[] fruits =…  ( 4 min )

Disclaimer: The views expressed in this post are my own and do not reflect those of Okta or its affiliates. In many enterprise environments - especially SMBs using digital portals, customers ask for a streamlined login experience: User clicks “Log In” in your App. They are immediately redirected to their company’s IdP (e.g. Azure AD, Okta). They do not want to see an Auth0-branded login page. After authentication, they return to your application seamlessly. In this flow, Auth0 acts purely as a broker between your application and the enterprise IdP. It handles OAuth 2.0/OIDC mechanics security, PKCE, state, tokens-while allowing you to maintain full control over the user experience and comply with enterprise firewall requirements. authorizationParams Using the @auth0/auth0-react SDK, I've…  ( 5 min )

Struggling with JavaScript arrays? My ultimate guide breaks down everything you need to know—from basic methods like map() & filter() to advanced performance optimizations! 💡 🔹 Array methods explained 👉 Read now & level up your skills! 👇 https://webdevelopmentsgs.com/javascript-arrays-the-ultimate-beginner-to-pro-guide/  ( 3 min )

Overview Crossplane is an opensource project primarily developed and maintained by Upbound, a company focused on building tools for cloud-native infrastructure and application management. The project also has contributions from various individual developers and organizations within the cloud-native and Kubernetes community. Essentially, it is a Kubernetes-native control plane that enables declarative infrastructure and application management via Custom Resource Definitions (CRDs). Its power comes from the provider system, which enables Crossplane to interface with external APIs (e.g., AWS, GCP, Azure, etc.). This document describes how Crossplane and a Crossplane provider (e.g., provider-aws) are interconnected, their dependencies, and how data flows between components. User → Kubern…  ( 5 min )

When building a Node.js/Express app, logging is essential for debugging, monitoring, and keeping track of application behavior — both during development and in production. In this post, we'll explore two powerful logging tools for Express: Morgan – A lightweight HTTP request logger Winston – A robust, customizable logger for application-level events Logging helps you: Track user requests and responses Debug server-side errors Monitor performance and behavior in production Audit events or suspicious activity Morgan logs incoming HTTP requests in a predefined format. It's ideal for development and debugging routes. npm install morgan import express from 'express'; import morgan from 'morgan'; const app = express(); // Use 'dev' preset for concise logging app.use(morgan('dev')); app.get('…  ( 4 min )

A lot of startups reach a point where they look at their perfectly working deployment setup and say: This isn’t serious enough. We need Kubernetes. But Kubernetes wasn’t built for you. It was built for Google. And your app probably doesn’t need it, not now and maybe not ever. Before Kubernetes, there was Borg. Borg is Google's internal system for running containers at an enormous scale. Think millions of containers, tens of thousands of machines, globally distributed services, and strict resource scheduling. That is the environment Kubernetes was designed to reflect. Google open-sourced Kubernetes in 2014 as a more general, community-friendly version of Borg. It is incredibly powerful, but it carries that same design DNA. Everything is built with scale and complexity in mind. Multi-zone fa…  ( 5 min )

Before I started learning Excel, I honestly thought it was just a fancy calculator or a tool used for making neat-looking tables. I had heard it was important in business and finance, but I did not understand why. After spending time getting hands-on with it, I have come to realize that Excel is so much more than rows and columns, it is a way of thinking about data, problem-solving, and making smarter decisions. Real-World Uses of Excel 1. Business Decision-Making 2. Financial Reporting 3. Marketing Analysis Tools and Formulas That Stood Out VLOOKUP: This formula helps find data in big tables. I used it in an assignment to match student names to their test scores—it saved me hours compared to doing it manually. PivotTables: These are incredibly helpful for summarizing large datasets. I used one to break down survey results and instantly saw patterns I wouldn’t have noticed in raw form. Conditional Formatting: This tool highlights important information, like overdue dates or low scores. It adds a layer of visual meaning to numbers that would otherwise blend together. How Excel Changed My Perspective Most importantly, Excel has given me confidence, not just in using software, but in thinking critically and solving real-world problems.  ( 4 min )

Imagine three friends: Riya, Sam, and Alex are working on a school coding project. They decide to use Git and GitHub to manage their work without stepping on each other’s toes. Here’s how their journey teaches us Git, one command at a time: 🧠 What are Git and GitHub? 🛠️ Git = A Smart Notebook Git lets the friends save versions of their work, try new ideas, and go back in time when needed. Think of Git as a super-organized notebook that remembers every change you make. 🌐 GitHub = An Online Locker Room GitHub stores their Git projects online — so everyone can collaborate, review, and contribute. 🧑‍💻 GitHub is like a shared digital locker room where everyone syncs their notebooks. So with a simple analogy above lets dig in deep on how the commands work and what is their purpose... 🎒 Step 1: Starting the Project 📥 Step 2: Getting the Project 👨‍💻 Sam clones the project from GitHub: 👀 Step 3: Checking What’s Going On 👩‍💻 Riya wants to know what’s changed: 📝 Step 4: Saving the Work 🚀 Step 5: Pushing to GitHub 🔄 Step 6: Getting Updates 🌿 Step 7: Trying New Ideas Safely 🔀 Step 8: Merging Work ⚠️ Step 9: Oops! They Edited the Same Line It’s like fixing the overlapping notes and resubmitting. 💼 Step 10: Temporarily Saving Work 🧹 Bonus: Cleaning Up 🔚 Conclusion: Start small, practice often — and you'll Git it in no time! ✅ Written by @benimchen | Mentored and guided by @devsyncin  ( 4 min )

I recently faced this scenario where there were a bunch of cloud resources built manually, with no version control or automation in place. Rebuilding everything from scratch wasn't an option. So, I used the feature of terraform import Below is a medium article which I thought of sharing with the community, which focuses on: --> When to use terraform import --> A step-by-step walkthrough --> How to regain control over wild infra Check it out here https://medium.com/@aakashc.dev/how-to-import-an-existing-cloud-infra-using-terraform-ff52a785a8f7 Please share your thought on this.  ( 3 min )

AWS CDK in Action — May 2025: Empowered Deployments, Governance, and Community Praneeta Prakash for AWS ・ Jun 13 #aws #cdk #devtools #infrastructureascode  ( 2 min )

If you’ve ever stared at a bug for hours, only to fix it after explaining the problem out loud (or to an inanimate object), you’ve experienced the magic of Rubber Duck Debugging. Rubber Duck Debugging is a classic technique where you explain your code, line by line, to a rubber duck or any inanimate object. The act of verbalizing the problem forces you to slow down, rethink your assumptions, and often reveals the solution. The term comes from a story in the book The Pragmatic Programmer by Andrew Hunt and David Thomas, where a programmer carries around a rubber duck and debugs by explaining their code to it. Clarifies your thinking: Talking through code forces you to translate abstract logic into clear language. Catches overlooked details: While explaining, you may spot inconsistencies or …  ( 5 min )

Build a Task CRUD API with MonkeysLegion in 15 Minutes Jorge Peraza ・ Jun 13 #webdev #php #laravel #symfony  ( 2 min )

If we look at any existing web server API, like ASP.Net Core below: using Microsoft.Extensions.FileProviders; var builder = WebApplication.CreateBuilder(args); var app = builder.Build(); // Serve default files like index.html app.UseDefaultFiles(); // Serve static files from wwwroot/ app.UseStaticFiles(); app.Run(); or Flask: from flask import Flask app = Flask( __name__, static_folder='static', # default static_url_path='' # serve at root instead of '/static' ) @app.route('/') def index(): # Sends static/index.html return app.send_static_file('index.html') if __name__ == '__main__': app.run(debug=True) or NodeJS: // server.js import { createServer } from 'http'; import { createReadStream, statSync } from 'fs'; import { extname, join } fro…  ( 5 min )

Content moderation is critical in user-generated platforms. Whether you're running a social app, marketplace, or community site, you need to filter out inappropriate, violent, or malicious media—without compromising on performance. In this guide, we’ll walk through how to build a scalable image moderation pipeline using: ✅ Virus scanning with ClamAV 🖼️ Multi-size conversion via Sharp 🧠 NSFW detection via Google Vision API or NudeNet 🔐 Private file storage in MinIO 📦 Asynchronous job handling with BullMQ 🧬 Known-bad image matching via perceptual hashing Let’s build it, step by step. Problem: Don’t immediately expose uploaded images to the public or other users. What if they’re dangerous or explicit? // Save original image temporarily before moderation await minio.putObject('qua…  ( 6 min )

Hey there! Amazon Q CLI. In this blog post, I'll walk you through everything you need to create your own version of the game, including setup, game mechanics, and running the project on Windows. Install Python(if you don’t have it already): python.org and make sure to check the box to add Python to your system’s PATH during installation. Install AWS CLI using pip: pip install awscli Configure AWS CLI with your credentials: aws configure You’ll need to provide your AWS Access Key ID and Secret Access Key, which you can get from the AWS Console. Install Amazon Q CLI: pip install amazon-q-cli Verify the installation: q --version Start Amazon Q CLI by running: q chat In the chat, ask: Can you help me make a Flappy Bird game using Pygame? I wanted my Flappy Bird clone to have the following features: Menu State: A welcoming main menu where the player can start the game. Playing State: The player controls the bird’s jump. Result State: When the game ends, the player can restart. Let’s talk about how the game works under the hood: Bird Movement: The bird continuously falls due to gravity, but when the player presses Space, the bird jumps! Pipe Generation: Pipes randomly appear from the right side and move leftward at a constant speed. Collision Detection: The bird collides with pipes or the ceiling/floor, ending the game if either happens. Now, let’s get this game up and running. Here’s how you can set up the game on your own machine: Clone the Repository: git clone https://github.com/afnank070/flappy-bird-amazon-q-cli Navigate to the Project Folder: cd flappy-bird-python Install Pygame: pip install pygame Run the Game: flappy_bird.py Final Thoughts Building this game was an absolute blast! Amazon Q CLI really sped up the development process. If you're new to game development or want to make your own version of Flappy Bird, I highly recommend giving this a try.  ( 4 min )

Introduction As part of this tutorial, I will also show detailed screenshots annotated using Screenpresso at each step to make the process clear and easy to follow. This guide is perfect for beginners using AWS Free Tier who want to deploy a simple web server manually. Prerequisites ✅ A valid AWS Free Tier account. ✅ Git Bash installed on your local machine (Windows). ✅ Basic understanding of web servers and SSH. Step 1: Log In to the AWS Management Console First, we need to log in to our AWS account. Open your web browser and go to https://console.aws.amazon.com/. Enter your login credentials and sign in. Why this is important:The AWS Console is the web interface that allows you to manage all AWS services Step 2: Launch a New EC2 Instance 2.1 Go to the EC2 Dashboard In the AWS search ba…  ( 5 min )

Fellow developers, we need to talk about tutorial hell. Not the coding kind - the entrepreneurship kind. I've spent 3 months in startup tutorial hell. Every framework, every methodology, every 'proven system' for building a business. I could probably teach a course on startup theory at this point. But theory doesn't ship products. Theory doesn't get customers. Theory doesn't generate revenue. So today I'm switching from learning to building. One roadmap, one focus, public accountability. This isn't another 'follow my journey' post. This is documentation for my future self and anyone else stuck in the same cycle. The plan: build something, measure what matters, iterate based on real feedback from real users. Revolutionary, I know. First commit coming tomorrow. Time to write some code that actually solves a problem instead of just following along with tutorials. Who's with me?  ( 3 min )

During work on my current project I tried to find the optimal solution how to validate the arguments of some service level methods. I don't want to write every time an if clause for nullcheck or add additional validation logic, for example ensure a numeric value not to be less then 0. I added jakarta.validation annotations as you can see below, but first on the implementations of the functions. During the build this error was thrown: HV000151: A method overriding another method must not redefine the parameter constraint configuration ... This occurs when you define validation annotations on a method parameter that overrides a method from an interface or superclass that already has validation constraints. Jakarta Bean Validation enforces constraints defined by interfaces or base classes a…  ( 4 min )

Hi there! I'm Maneshwar. Right now, I’m building LiveAPI, a first-of-its-kind tool that helps you automatically index API endpoints across all your repositories. LiveAPI makes it easier to discover, understand, and interact with APIs in large infrastructures. NGINX is a powerful and versatile web server, and its extensibility through modules is one of its greatest strengths. Sometimes, however, you need functionality that isn't available out-of-the-box or as a pre-compiled dynamic module. This is where custom NGINX modules come in. In this blog post, we'll walk through a real-world scenario: building NGINX with the ngx_http_consul_backend_module and the ngx_devel_kit (NDK) module. We'll leverage Ansible to automate the entire process, making it repeatable, reliable, and dev-friendly. Ma…  ( 8 min )

As part of my journey into leadership in the DevOps space, I recently walked through ten common but complex scenarios that a DevOps Team Lead might face. Note: These scenarios were generated by ChatGPT at my request as part of preparing for a DevOps Team Lead interview. The answers and strategies are entirely my own, reflecting how I would handle each situation. Challenge: Two junior engineers were constantly blocking senior engineers with minor requests. Approach: I initiated 1:1s to understand their blockers and assess if the tasks assigned to them matched their current skill level. I discovered they often lacked confidence or context. To balance support and senior focus time, I introduced scheduled daily sync slots for juniors to raise their questions in batches. I also encouraged them …  ( 7 min )

Part 1: Install and Run Kafka on Windows Java 8+ Kafka 3.x (includes Zookeeper) A terminal like Command Prompt, Git Bash, or PowerShell Go to: https://kafka.apache.org/downloads Choose a binary (e.g., Kafka 3.6.0 with Scala 2.13) Extract it to C:\kafka Kafka uses Zookeeper for managing brokers. In a terminal: cd C:\kafka Keep this terminal open. Open a new terminal: cd C:\kafka Kafka is now running on localhost:9092. bin\windows\kafka-topics.bat --create --topic test-topic --bootstrap-server localhost:9092 --partitions 1 --replication-factor 1 bin\windows\kafka-topics.bat --list --bootstrap-server localhost:9092 You can use Spring Initializr with the following settings: Dependencies: Spring Web, Spring for Apache Kafka Name: kafka-demo Package: com.example.kafkademo src/ spring: …  ( 4 min )

1.React DOM What is React DOM? React DOM is the bridge between your React components and the actual browser DOM (Document Object Model). It allows your React code (written in JSX and JavaScript) to be displayed in the browser. Why do we use it? React uses a virtual DOM for better performance. Instead of updating the entire web page every time something changes, React compares the new virtual DOM with the previous one and updates only the changed elements in the real DOM using React DOM. This process is called reconciliation and makes React fast and efficient. When is React DOM used? React DOM is used when you want to render your React components into the browser. Usually, this happens in your index.js file, where the main component (like ) is mounted to a real HTML element. Where is it …  ( 6 min )

Hyperlane：新一代高性能Rust框架的实战体验 作为一名大三计算机专业的学生，我在最近的课程项目中深入使用了 Hyperlane 框架。这个被称为"新一代轻量级高性能框架"的 Rust Web 框架确实给我留下了深刻印象。本文将从实战角度，分享我对 Hyperlane 的使用体验。 在项目开始时，我对比了几个主流的 Web 框架： 框架 依赖模型 异步运行时 中间件支持 SSE/WebSocket 路由匹配能力 Hyperlane 仅依赖 Tokio + 标准库 Tokio ✅ 支持请求/响应 ✅ 原生支持 ✅ 支持正则表达式 Actix-Web 较多内部抽象层 Actix ✅ 请求中间件 部分支持(需插件) ⚠️ 路径宏需显式配置 Axum 复杂的 Tower 架构 Tokio ✅ Tower 中间件 ✅ 需依赖扩展 ⚠️ 动态路由较弱 最终选择 Hyperlane 的原因是： 极简的依赖关系 完整的异步支持 原生的 WebSocket 集成 灵活的路由系统 server.enable_nodelay().await; server.disable_linger().await; server.http_line_buffer_size(4096).await; Hyperlane 默认启用了这些性能优化选项，这意味着它为高并发连接场景预设了合适的 TCP 和缓冲区参数。 在实际项目中，我使用 wrk 进行了压力测试： wrk -c360 -d60s http://localhost:8000/ 测试结果令人惊喜： 框架 QPS 内存占用 Hyperlane 324,323 最低 Rocket 298,945 中等 Gin (Go) 242,570 较高 server .host("0.0.0.0").await .port(60000).await .route("/", root_route).await .route("/goods/{id:\\d+}", goods_detail).await .run().await .unwrap(); 所有配置都采用异步链式调用模式，无需嵌套配置或宏组合。 #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); ctx.set_response_body(key) .await .send_body() .await; } 原生的 WebSocket 支持让实时消息推送变得简单。 #[post] async fn sse_route(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, TEXT_EVENT_STREAM) .await .send() .await; for i in 0..10 { ctx.set_response_body(format!("data:{}{}", i, HTTP_DOUBLE_BR)) .await .send_body() .await; } } 零平台依赖：纯 Rust 实现，跨平台一致性强 极致性能优化：底层 I/O 使用 Tokio 的 TcpStream 和异步缓冲 灵活的中间件机制：支持请求和响应中间件，生命周期划分清晰 开箱即用的实时通信：原生支持 WebSocket 和 SSE v4.22.0 后，ctx.aborted() 可以中断请求 v5.25.1 中的 ctx.closed() 可以主动关闭连接 从简单路由开始：先熟悉基本的 GET/POST 路由 理解 Context 抽象：这是框架的核心概念 循序渐进学习中间件：先使用内置中间件，再尝试自定义 关注性能优化选项：了解默认配置的作用 探索在微服务架构中的应用 研究与其他 Rust 生态系统的集成 尝试贡献一些社区插件 作为一个学生开发者，我认为 Hyperlane 是一个非常值得投入时间学习的框架。它不仅让我深入理解了 Web 开发的本质，还让我体会到了 Rust 在 Web 领域的强大潜力。如果你也在寻找一个性能强大且易于上手的 Rust Web 框架，Hyperlane 绝对值得一试！  ( 3 min )

Day 1: First Encounter with Hyperlane I stumbled upon the Hyperlane Rust HTTP framework on GitHub and was immediately captivated by its performance metrics. The official documentation states: "Hyperlane is a high-performance and lightweight Rust HTTP framework designed to simplify the development of modern web services while balancing flexibility and performance." I decided to use it for my distributed systems course project. I started with the Cargo.toml file: [dependencies] hyperlane = "5.25.1" Today, I delved into the design of Hyperlane's Context. In traditional frameworks, you would retrieve the request method like this: let method = ctx.get_request().await.get_method(); But Hyperlane offers a more elegant approach: let method = ctx.get_request_method().await; My Understanding: T…  ( 5 min )

Introduction In today's web development landscape, performance is paramount. Users expect fast, responsive web applications that work reliably, even in poor network conditions. The JavaScript Cache API is a powerful tool that enables developers to store network requests and retrieve them efficiently, significantly improving the user experience. This article will explore the Cache API in depth, covering its fundamentals, practical implementations, and best practices. The Cache API is part of the Service Worker specification that provides a storage mechanism for Request/Response object pairs. Unlike other browser storage options (like localStorage or sessionStorage), the Cache API is specifically designed to handle HTTP responses, making it ideal for: Offline web applications Resource cach…  ( 5 min )

Day 1: First Encounter with Hyperlane I stumbled upon the Hyperlane Rust HTTP framework on GitHub and was immediately captivated by its performance metrics. The official documentation states: "Hyperlane is a high-performance and lightweight Rust HTTP framework designed to simplify the development of modern web services while balancing flexibility and performance." I decided to use it for my distributed systems course project. I started with the Cargo.toml file: [dependencies] hyperlane = "5.25.1" Today, I delved into the design of Hyperlane's Context. In traditional frameworks, you would retrieve the request method like this: let method = ctx.get_request().await.get_method(); But Hyperlane offers a more elegant approach: let method = ctx.get_request_method().await; My Understanding: T…  ( 5 min )

Hyperlane实时通信指南：WebSocket和SSE实战经验分享 作为一名大三计算机系的学生，我在使用 Hyperlane 开发校园实时聊天系统时，深入体验了它的 WebSocket 和 SSE 功能。这篇文章将分享我的实战经验。 #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); let body = ctx.get_request_body().await; ctx.set_response_header("Connection", "Upgrade") .await .set_response_header("Upgrade", "websocket") .await .set_response_body(key) .await .send_body() .await; } async fn handle_ws_message(ctx: Context) { let message = ctx.get_ws_message().await; match message { WSMessage::Text(text) => { // 处理文本消息 ctx.send_ws_text(format!("收到消息: {}", text)).await; } WSMessage::Binary(data) => { // 处理二进制消…  ( 3 min )

Remote Work Isn't Freedom Without Structure: What TDZ PRO Knows That Most Don't Anthony James ・ Jun 10 #remotework #productivity #entrepreneurship #mindset  ( 2 min )

在当前的 Rust Web 框架生态中，Hyperlane 正逐步展现出其作为“新一代轻量级高性能框架”的强大竞争力。本文将通过与主流框架（如 Actix-Web、Axum）对比，全面剖析 Hyperlane 的优势，特别是在性能、特性集成、开发体验和底层架构方面的领先之处。 框架 依赖模型 异步运行时 中间件支持 SSE/WebSocket 路由匹配能力 Hyperlane 仅依赖 Tokio + 标准库 Tokio ✅ 支持请求/响应 ✅ 原生支持 ✅ 支持正则表达式 Actix-Web 大量内部抽象层 Actix ✅ 请求中间件 部分支持（需插件） ⚠️ 路径宏需显式配置 Axum Tower 架构复杂 Tokio ✅ Tower 中间件 ✅ 需依赖层扩展 ⚠️ 动态路由较弱 零平台依赖：纯 Rust 实现，跨平台一致性强，无需额外 C 库绑定。 极致性能优化：底层 I/O 使用 Tokio 的 TcpStream 和异步缓冲处理，自动开启 TCP_NODELAY，默认关闭 SO_LINGER，适合高频请求环境。 中间件机制灵活：支持 request_middleware 与 response_middleware 明确划分，便于请求生命周期控制。 实时通信开箱即用：原生支持 WebSocket 与 SSE，无需第三方插件扩展。 下面我们将拆解一个完整 Hyperlane 服务示例，说明其设计理念与开发者友好性。 async fn request_middleware(ctx: Context) { let socket_addr = ctx.get_socket_addr_or_default_string().await; ctx.set_response_header(SERVER, HYPERLANE) …  ( 3 min )

深入理解Hyperlane的中间件系统：一个大三学生的实践笔记 作为一名大三计算机专业的学生，我在使用 Hyperlane 框架开发校园项目的过程中，对其中间件系统有了深入的理解。今天，我想分享一下我在实践中的心得体会。 graph TD A[客户端请求] --> B[认证中间件] B --> C[日志中间件] C --> D[控制器] Hyperlane 的中间件采用洋葱模型，请求从外层向内层传递，这种设计让请求处理流程清晰可控。 async fn request_middleware(ctx: Context) { let socket_addr = ctx.get_socket_addr_or_default_string().await; ctx.set_response_header(SERVER, HYPERLANE) .await .set_response_header("SocketAddr", socket_addr) .await; } 相比其他框架需要通过 trait 或层注册中间件，Hyperlane 直接使用异步函数注册，更加直观。 async fn auth_middleware(ctx: Context) { let token = ctx.get_request_header("Authorization").await; match token { Some(token) => { // 验证逻辑 ctx.set_request_data("user_id", "123").await; } None => { …  ( 3 min )

Hyperlane性能优化实战：从理论到实践的深度探索 作为一名大三计算机系的学生，我在使用 Hyperlane 开发高并发校园服务时，积累了不少性能优化的经验。这篇文章将从实战角度分享我的优化心得。 server .enable_nodelay().await .disable_linger().await .http_line_buffer_size(4096).await .run().await; wrk -c360 -d60s http://localhost:8000/ 框架 QPS 延迟 内存占用 Tokio 340,130 1.2ms 基准线 Hyperlane 324,323 1.5ms +5% Rocket 298,945 1.8ms +15% Gin (Go) 242,570 2.1ms +25% async fn optimize_connection_pool() { let pool = Pool::builder() .max_size(100) .min_idle(Some(10)) .build() .await; // 使用连接池 let conn = pool.get().await?; } async fn reuse_buffers(ctx: Context) { let buffer = get_buffer_from_pool().await; ctx.set_response_body(buffer) .await .send_body() .await; return_buffer_to_po…  ( 3 min )

Hyperlane与微服务架构：校园应用的实战案例分析 作为一名大三计算机系的学生，我在使用 Hyperlane 开发校园服务时，尝试了微服务架构的实践。这篇文章将分享我在这个过程中的经验和思考。 // 用户服务 #[get] async fn user_service(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, APPLICATION_JSON) .await .set_response_body("{\"service\": \"user\"}"); } // 商品服务 #[get] async fn product_service(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, APPLICATION_JSON) .await .set_response_body("{\"service\": \"product\"}"); } async fn register_service(service_name: &str, port: u16) { let server = Server::new() .host("0.0.0.0") .await .port(port) .await; // 向服务注册中心注册 register_to_discovery(service_name, port).await; } async fn call_service(ctx: Context) { let service_url = discover_service("use…  ( 3 min )

Apple device management software is critical for ensuring seamless operation, robust security, and efficient IT workflows. In 2025, several solutions stand out for their features, ease of use, and adaptability to different organizational needs. Let’s dive into the top options and why they are must-haves for any Apple-heavy environment. Apple products are synonymous with reliability, innovation, and user satisfaction. With increasing adoption in corporate and educational settings, managing these devices effectively ensures that operations stay smooth and secure. Security Risks: With great technology comes great responsibility. Safeguarding sensitive data on Apple devices is a priority. Compatibility: Seamlessly integrating Apple devices with existing infrastructure is often complex. Device …  ( 5 min )

Hyperlane：新一代高性能Rust框架的实战体验 作为一名大三计算机专业的学生，我在最近的课程项目中深入使用了 Hyperlane 框架。这个被称为"新一代轻量级高性能框架"的 Rust Web 框架确实给我留下了深刻印象。本文将从实战角度，分享我对 Hyperlane 的使用体验。 在项目开始时，我对比了几个主流的 Web 框架： 框架 依赖模型 异步运行时 中间件支持 SSE/WebSocket 路由匹配能力 Hyperlane 仅依赖 Tokio + 标准库 Tokio ✅ 支持请求/响应 ✅ 原生支持 ✅ 支持正则表达式 Actix-Web 较多内部抽象层 Actix ✅ 请求中间件 部分支持(需插件) ⚠️ 路径宏需显式配置 Axum 复杂的 Tower 架构 Tokio ✅ Tower 中间件 ✅ 需依赖扩展 ⚠️ 动态路由较弱 最终选择 Hyperlane 的原因是： 极简的依赖关系 完整的异步支持 原生的 WebSocket 集成 灵活的路由系统 server.enable_nodelay().await; server.disable_linger().await; server.http_line_buffer_size(4096).await; Hyperlane 默认启用了这些性能优化选项，这意味着它为高并发连接场景预设了合适的 TCP 和缓冲区参数。 在实际项目中，我使用 wrk 进行了压力测试： wrk -c360 -d60s http://localhost:8000/ 测试结果令人惊喜： 框架 QPS 内存占用 Hyperlane 324,323 最低 Rocket 298,945 中等 Gin (Go) 242,570 较高 server .host("0.0.0.0").await .port(60000).await .route("/", root_route).await .route("/goods/{id:\\d+}", goods_detail).await .run().await .unwrap(); 所有配置都采用异步链式调用模式，无需嵌套配置或宏组合。 #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); ctx.set_response_body(key) .await .send_body() .await; } 原生的 WebSocket 支持让实时消息推送变得简单。 #[post] async fn sse_route(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, TEXT_EVENT_STREAM) .await .send() .await; for i in 0..10 { ctx.set_response_body(format!("data:{}{}", i, HTTP_DOUBLE_BR)) .await .send_body() .await; } } 零平台依赖：纯 Rust 实现，跨平台一致性强 极致性能优化：底层 I/O 使用 Tokio 的 TcpStream 和异步缓冲 灵活的中间件机制：支持请求和响应中间件，生命周期划分清晰 开箱即用的实时通信：原生支持 WebSocket 和 SSE v4.22.0 后，ctx.aborted() 可以中断请求 v5.25.1 中的 ctx.closed() 可以主动关闭连接 从简单路由开始：先熟悉基本的 GET/POST 路由 理解 Context 抽象：这是框架的核心概念 循序渐进学习中间件：先使用内置中间件，再尝试自定义 关注性能优化选项：了解默认配置的作用 探索在微服务架构中的应用 研究与其他 Rust 生态系统的集成 尝试贡献一些社区插件 作为一个学生开发者，我认为 Hyperlane 是一个非常值得投入时间学习的框架。它不仅让我深入理解了 Web 开发的本质，还让我体会到了 Rust 在 Web 领域的强大潜力。如果你也在寻找一个性能强大且易于上手的 Rust Web 框架，Hyperlane 绝对值得一试！  ( 3 min )

Imagine having access to an AI model so powerful it could build applications, generate code, process documents, or answer complex queries with minimal tuning. Now imagine that same model is backed by the same infrastructure that powers Amazon.com. Welcome to Amazon Nova, AWS's answer to the rapidly evolving foundation model ecosystem. If you're a mid-level AI developer, you’ve probably felt the whiplash of constant innovation—new LLMs every quarter, finicky setups, exploding costs. Amazon Nova isn’t just another model drop. It’s Amazon stepping into the foundation model race with serious firepower and real enterprise-grade solutions. Nova promises speed, customizability, and tight integration with AWS services you already use—think SageMaker, Bedrock, S3, and IAM. That means fewer headache…  ( 5 min )

从零开始的Hyperlane框架学习之旅：一个大三学生的真实体验 作为一名大三计算机系的学生，我在上学期的分布式系统课程项目中初次接触到了 Hyperlane 这个 Rust HTTP 框架。从最初的好奇到后来的深入使用，这个框架给我留下了深刻的印象。今天，我想分享一下我使用 Hyperlane 的心路历程。 第一次看到 Hyperlane 的文档时，我就被它的设计理念所吸引。作为一个性能导向的轻量级框架，它在保持高性能的同时，还提供了非常友好的开发体验。 首先，我只需要在 Cargo.toml 中添加一行依赖： [dependencies] hyperlane = "5.25.1" 相比其他框架动辄几十个依赖项，Hyperlane 只依赖 Tokio 和标准库，这让我在项目初始化时就感受到了它的轻量级特性。 在传统框架中，获取请求方法可能需要这样写： let method = ctx.get_request().await.get_method(); 而 Hyperlane 提供了更优雅的方式： let method = ctx.get_request_method().await; 这种扁平化的 API 设计让代码更加清晰易读，也减少了查阅文档的次数。 #[methods(get, post)] async fn root_route(ctx: Context) { ctx.set_response_status_code(200) .await .set_response_body("Hello hyperlane => /") .await; } 这种组合式的路由注解比其他框架一个个声明方法要简洁得多。 server.route("/goods/{id:\\d+}", |ctx| async move { let id = ctx.get_route_param("id").await.parse::().unwrap(); // 数据库查询逻辑... }).await; 内置的正则表达式支持让路由匹配更加灵活，不需要额外的插件。 在 AWS t2.micro 实例上进行压力测试： wrk -c360 -d60s http://localhost:8000/ 测试结果令人震惊： 框架 QPS Tokio 340,130 Hyperlane 324,323 Rocket 298,945 Gin (Go) 242,570 性能仅比底层的 Tokio 低 5%，但提供了完整的 Web 框架功能，这个数据让我在课程展示时收获了不少惊叹。 #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); let body = ctx.get_request_body().await; ctx.set_response_body(key).await.send_body().await; ctx.set_response_body(body).await.send_body().await; } 无需额外的插件就能支持 WebSocket，这让我在实现实时聊天功能时省去了不少麻烦。 在升级到 v4.89+ 版本时，我遇到了一些生命周期的变化： // v4.89+ 推荐的请求中断方式 if should_abort { ctx.aborted().await; return; } 但框架清晰的版本说明让我很快适应了这些变化。 API 设计哲学：链式调用设计保持了 Rust 的优雅 性能密码：建立在 Tokio 的异步架构和零拷贝处理之上 中间件系统：洋葱模型提供了清晰的扩展点 路由灵活性：在简单参数和正则表达式之间取得了平衡 版本管理：仔细阅读 CHANGELOG 避免兼容性问题 通过这次项目实践，我不仅掌握了 Hyperlane 框架，还对现代 Web 框架的设计理念有了深入的理解。接下来，我计划： 深入研究 Hyperlane 的 WebSocket 支持 探索框架如何在底层利用 Rust 的零成本抽象 尝试基于 Hyperlane 构建微服务架构 Hyperlane 不仅仅是一个工具，它改变了我对编程的思考方式。每一次 ctx 调用，每一个中间件的编写，都在加深我对 Web 开发本质的理解。这个框架让我明白，性能和开发体验是可以兼得的，这就是 Rust 生态的魅力所在。  ( 3 min )

深入理解Hyperlane的中间件系统：一个大三学生的实践笔记 作为一名大三计算机专业的学生，我在使用 Hyperlane 框架开发校园项目的过程中，对其中间件系统有了深入的理解。今天，我想分享一下我在实践中的心得体会。 graph TD A[客户端请求] --> B[认证中间件] B --> C[日志中间件] C --> D[控制器] Hyperlane 的中间件采用洋葱模型，请求从外层向内层传递，这种设计让请求处理流程清晰可控。 async fn request_middleware(ctx: Context) { let socket_addr = ctx.get_socket_addr_or_default_string().await; ctx.set_response_header(SERVER, HYPERLANE) .await .set_response_header("SocketAddr", socket_addr) .await; } 相比其他框架需要通过 trait 或层注册中间件，Hyperlane 直接使用异步函数注册，更加直观。 async fn auth_middleware(ctx: Context) { let token = ctx.get_request_header("Authorization").await; match token { Some(token) => { // 验证逻辑 ctx.set_request_data("user_id", "123").await; } None => { …  ( 3 min )

Hyperlane实时通信指南：WebSocket和SSE实战经验分享 作为一名大三计算机系的学生，我在使用 Hyperlane 开发校园实时聊天系统时，深入体验了它的 WebSocket 和 SSE 功能。这篇文章将分享我的实战经验。 #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); let body = ctx.get_request_body().await; ctx.set_response_header("Connection", "Upgrade") .await .set_response_header("Upgrade", "websocket") .await .set_response_body(key) .await .send_body() .await; } async fn handle_ws_message(ctx: Context) { let message = ctx.get_ws_message().await; match message { WSMessage::Text(text) => { // 处理文本消息 ctx.send_ws_text(format!("收到消息: {}", text)).await; } WSMessage::Binary(data) => { // 处理二进制消…  ( 3 min )

Hyperlane：新一代高性能Rust框架的实战体验 作为一名大三计算机专业的学生，我在最近的课程项目中深入使用了 Hyperlane 框架。这个被称为"新一代轻量级高性能框架"的 Rust Web 框架确实给我留下了深刻印象。本文将从实战角度，分享我对 Hyperlane 的使用体验。 在项目开始时，我对比了几个主流的 Web 框架： 框架 依赖模型 异步运行时 中间件支持 SSE/WebSocket 路由匹配能力 Hyperlane 仅依赖 Tokio + 标准库 Tokio ✅ 支持请求/响应 ✅ 原生支持 ✅ 支持正则表达式 Actix-Web 较多内部抽象层 Actix ✅ 请求中间件 部分支持(需插件) ⚠️ 路径宏需显式配置 Axum 复杂的 Tower 架构 Tokio ✅ Tower 中间件 ✅ 需依赖扩展 ⚠️ 动态路由较弱 最终选择 Hyperlane 的原因是： 极简的依赖关系 完整的异步支持 原生的 WebSocket 集成 灵活的路由系统 server.enable_nodelay().await; server.disable_linger().await; server.http_line_buffer_size(4096).await; Hyperlane 默认启用了这些性能优化选项，这意味着它为高并发连接场景预设了合适的 TCP 和缓冲区参数。 在实际项目中，我使用 wrk 进行了压力测试： wrk -c360 -d60s http://localhost:8000/ 测试结果令人惊喜： 框架 QPS 内存占用 Hyperlane 324,323 最低 Rocket 298,945 中等 Gin (Go) 242,570 较高 server .host("0.0.0.0").await .port(60000).await .route("/", root_route).await .route("/goods/{id:\\d+}", goods_detail).await .run().await .unwrap(); 所有配置都采用异步链式调用模式，无需嵌套配置或宏组合。 #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); ctx.set_response_body(key) .await .send_body() .await; } 原生的 WebSocket 支持让实时消息推送变得简单。 #[post] async fn sse_route(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, TEXT_EVENT_STREAM) .await .send() .await; for i in 0..10 { ctx.set_response_body(format!("data:{}{}", i, HTTP_DOUBLE_BR)) .await .send_body() .await; } } 零平台依赖：纯 Rust 实现，跨平台一致性强 极致性能优化：底层 I/O 使用 Tokio 的 TcpStream 和异步缓冲 灵活的中间件机制：支持请求和响应中间件，生命周期划分清晰 开箱即用的实时通信：原生支持 WebSocket 和 SSE v4.22.0 后，ctx.aborted() 可以中断请求 v5.25.1 中的 ctx.closed() 可以主动关闭连接 从简单路由开始：先熟悉基本的 GET/POST 路由 理解 Context 抽象：这是框架的核心概念 循序渐进学习中间件：先使用内置中间件，再尝试自定义 关注性能优化选项：了解默认配置的作用 探索在微服务架构中的应用 研究与其他 Rust 生态系统的集成 尝试贡献一些社区插件 作为一个学生开发者，我认为 Hyperlane 是一个非常值得投入时间学习的框架。它不仅让我深入理解了 Web 开发的本质，还让我体会到了 Rust 在 Web 领域的强大潜力。如果你也在寻找一个性能强大且易于上手的 Rust Web 框架，Hyperlane 绝对值得一试！  ( 3 min )

作为计算机系大三学生，上学期我在做校园二手交易平台项目时，偶然发现了 Hyperlane 这个 Rust HTTP 框架。当时正为选框架发愁——既要性能够强扛住期末交易高峰，又得语法简洁让我这个 Rust 萌新能快速上手。没想到用下来完全超出预期，今天就来聊聊这个宝藏框架的使用体验！ 刚开始写路由函数时，我被 Hyperlane 的 Context（简称 ctx）惊艳到了。记得第一次想获取请求方法，按照 Rust 传统 HTTP 框架的写法，得这样： let method = ctx.get_request().await.get_method(); 但 Hyperlane 直接把方法"扁平化"了，现在我写的是： let method = ctx.get_request_method().await; 就像给书包分层整理一样，框架把请求/响应的子字段都按规则重命名了。设置响应状态码从set_status_code变成set_response_status_code，虽然多了几个字母，但代码逻辑像流程图一样清晰，再也不用翻文档找方法层级了！ 最让我上瘾的是它的请求方法宏。写首页路由时，我试着用了#[methods(get, post)]组合标注，结果比用枚举值一个个声明简单太多。后来发现还能简写#[get]，瞬间觉得写路由像写 Markdown 一样轻松： #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); let body = ctx.get_request_body().await; ctx.set_response_body(key).await.send_body().awai…  ( 3 min )

When building modern front-end applications, developers often struggle to strike the perfect balance between accessibility, design flexibility, and developer experience. Shadcn UI offers a unique solution — combining the power of Radix UI primitives with Tailwind CSS in a developer-friendly and fully customizable package. In this post, we’ll explore why Shadcn UI is gaining traction and walk through a step-by-step guide to set it up in a React + TypeScript project. We’ll also build a simple yet styled and accessible Button component using the library. Below are some compelling reasons why developers are turning to Shadcn UI: 1. Built with Radix UI Primitives Shadcn UI leverages Radix UI for accessibility and behavior, ensuring components are built with accessibility best practices out of t…  ( 5 min )

Picture this: You're troubleshooting an application that worked perfectly on SQL Server. Now it's being moved to Oracle, and everything suddenly seems out of order. The code looks familiar, but it's throwing errors left and right. Welcome to the world of database dialects. Here's the thing most people don't tell you: SQL isn't just SQL. Microsoft and Oracle each built their own flavor, and they're different enough to make your head spin. T-SQL is Microsoft's procedural extension to SQL. It's what SQL Server speaks. PL/SQL is Oracle's procedural language. The same basic idea, a totally different execution. Think of it like American English vs British English. You'll understand most of it, but some words mean completely different things. In SQL Server (T-SQL), you declare and go: DECLARE @u…  ( 4 min )

Hyperlane路由系统详解：从入门到实践的完整指南 作为一名大三计算机系的学生，我在使用 Hyperlane 开发校园项目的过程中，对其路由系统有了深入的理解。这篇文章将从实践角度，详细介绍 Hyperlane 的路由系统特性。 #[get] async fn hello_route(ctx: Context) { ctx.set_response_body("Hello, Hyperlane!") .await .send_body() .await; } #[methods(get, post)] async fn multi_method_route(ctx: Context) { let method = ctx.get_request_method().await; ctx.set_response_body(format!("Method: {}", method)) .await .send_body() .await; } server.route("/user/{id}", |ctx| async move { let user_id = ctx.get_route_param("id").await; // 处理用户信息... }).await; server.route("/product/{id:\\d+}", |ctx| async move { let product_id = ctx.get_route_param("id").await.parse::().unwrap(); // 商品详情处理... }).await; async fn api_routes(ser…  ( 3 min )

I've just released LogSum v0.1.0, a fast log analyzer that can process 10,000 log entries in just 3.3 milliseconds. But speed wasn't the only goal - I wanted to make log analysis actually enjoyable. We've all been there: production issues at 3 AM, scrolling through endless logs, trying to spot patterns with tired eyes. Existing tools either: Dump everything to stdout (grep, awk) Require complex query languages (LogQL, KQL) Need heavy infrastructure (ELK stack) Cost a fortune (Datadog, Splunk) I wanted something that just works, runs locally, and makes patterns obvious. LogSum combines three things that rarely go together: Blazing fast performance - 3.3ms for 10K entries Beautiful terminal UI - with animations and colors Intelligent analysis - automatic pattern detection 🔍 Smart Pattern De…  ( 4 min )

Hello there! Long time no see! Let's get back to our series about Amazon Verified Permissions! The last few months haven't brought much news in AVP, other than the addition of tags (which should have been added a long time ago), but a few days before re:Inforce, we got a real game changer: a price change. As we know, AVP has many advantages, but the biggest drawback has always been the price. For a new service, this made it very difficult for customers to adopt. I've conducted many workshops, talks, and a large implementation around AVP, but this pricing has always been a pain point for many people. In this blog post, I want to share my perspective on the price change based on the use case I implemented with my team. Until today, pricing looked like this: we paid for the number of authoriz…  ( 6 min )

Hyperlane与微服务架构：校园应用的实战案例分析 作为一名大三计算机系的学生，我在使用 Hyperlane 开发校园服务时，尝试了微服务架构的实践。这篇文章将分享我在这个过程中的经验和思考。 // 用户服务 #[get] async fn user_service(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, APPLICATION_JSON) .await .set_response_body("{\"service\": \"user\"}"); } // 商品服务 #[get] async fn product_service(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, APPLICATION_JSON) .await .set_response_body("{\"service\": \"product\"}"); } async fn register_service(service_name: &str, port: u16) { let server = Server::new() .host("0.0.0.0") .await .port(port) .await; // 向服务注册中心注册 register_to_discovery(service_name, port).await; } async fn call_service(ctx: Context) { let service_url = discover_service("use…  ( 3 min )

In a recent MCP Week discussion, John McBride, staff software engineer at Zuplo, shared insights from his talk "Agents Are Coming For Your APIs." His message is clear: the future remains fundamentally API-driven, even as AI agents reshape how we interact with digital services. The article highlights some of the key takeaways from that discussion around how APIs and agents are going to interact and how engineers can prepare themselves and their APIs. If you'd prefer to watch Martyn & John's conversation, you can in the video below! The Loop That Never Sleeps At their core, AI agents operate through a continuous validation loop. Unlike the "one-shot" interactions we saw in early ChatGPT implementations, modern agents persist until they achieve their goals. They consume JSON sc…  ( 6 min )

Last week I was watching a video on YouTube. It was a conversation about Clean Code with Primagen, Teej, Casey Muratori, and Carson Gross. The conversation touched test driven development and they offered their opinions which I won't rehash here. Watch the video, it is as informative as it is entertaining. After watching the video, I went back to reading "The Go Programming Language". I am fairly proficient in Go but I want to have an even better understanding of the language. In Chapter 4, there was a function called dedup. Please keep in mind that I am not criticising this bit of code, it works and it was used by the author for illustrative purposes: func main() { seen := make(map[string]bool) // a set of strings input := bufio.NewScanner(os.Stdin) for input.Scan() { …  ( 5 min )

Adoption of the Model Context Protocol (MCP) has exploded since Anthropic's initial release just seven months ago. As organizations rush to integrate MCP into their AI workflows and overall product offerings, understanding the best practices for implementation becomes crucial. API strategy consultant Kevin Swiber, who has spent 15 years in the API space working with companies like Postman and advising the OpenAPI initiative, shares valuable insights on how to approach MCP design effectively why it's definitely not going to be the API killer. If you'd prefer to watch Martyn & Kevin's conversation, you can below! Understanding MCP's Role in the Technology Stack One of the biggest misconceptions about MCP is that it will replace traditional APIs. This assumption follows a famil…  ( 6 min )

When we talk about WAFs (Web Application Firewalls) with built-in identity authentication features, the names that usually come to mind are Cloudflare, F5, Fortinet, and AWS. These enterprise-grade solutions offer robust identity and access management features—but they often come at a significant cost, both financially and in terms of complexity. So, what if we told you that a self-hosted WAF can offer similar—if not more flexible—identity authentication capabilities, completely for free? SafeLine is a powerful, self-hosted WAF that not only protects your applications from common web threats like SQL injection, XSS, and bots—it also comes with a built-in identity authentication system, a feature rarely seen in open-source or self-hosted solutions. And the best part? It’s completely free. …  ( 4 min )

Modern programming languages are full of interesting features that adapt to a wide variety of needs when we have to implement some functionality to our code. Today I will try to explain generators in a simple and beginner-friendly way. Essentially, generator objects are useful when we want to iterate through some kind of sequence but we don't want (or can't) load it directly in memory (e.g using a list). Think of a group of buildings in a big city. We want to find the first building that has an underground parking lot. The size of the list can be interpreted as the system's memory, and in this way we see that generator objects can help us to reduce memory usage in iterating processes. Another thing that can be noted in the previous example is that we can work with the data as it is being g…  ( 5 min )

RCP Network Request Tool Class Implementation GET Request Method export function rcpGet(url: string, params?: string): Promise { return rcpRequest(url, "GET", params); } export function rcpPost(url: string, params?: string): Promise { return rcpRequest(url, "POST", params); } let headers: rcp.RequestHeaders = { 'accept': 'application/json' }; let session = rcp.createSession(); let req = new rcp.Request(url, method, headers, params); let getjson: T | null = null; return session.fetch(req).then((response) => { Logger.error(`Request succeeded, message is ${JSON.stringify(response)}`); if (response.statusCode === 200) { Logger.error("Request succeeded"); let result = `${JSON.stringify(response)}`; Logger.error("Re…  ( 4 min )

Relational Database Operations Initializing the Database async initsqlite() { // Construct a StoreConfig object const STORE_CONFIG: relationalStore.StoreConfig = { name: 'RdbTest.db', // Database file name securityLevel: relationalStore.SecurityLevel.S1, // Database security level encrypt: false, // Optional parameter indicating whether the database is encrypted customDir: 'customDir/subCustomDir', // Optional parameter for a custom database path isReadOnly: false // Optional parameter indicating whether the database is read - only }; // Check the database version and perform upgrade or downgrade operations if necessary // Default database version is 0, table structure: CLIENT_USER (ID INTEGER PRIMARY KEY AUTOINCREMENT, ACCOUNT TEXT NOT NULL, …  ( 4 min )

The days of developers being siloed in tech-only teams are over. In 2025, some of the most exciting and impactful work is happening where tech meets everything else — healthcare, education, finance, art, logistics, even agriculture. In this post, I’ll share why cross-industry work is gaining momentum, what it means for us as devs, and what to expect when you’re coding for fields far outside the traditional tech bubble. 🌍 Why Cross-Industry Projects Are Booming What’s driving the shift: AI and automation becoming mainstream across non-tech fields Increased demand for custom tools, not just off-the-shelf solutions Rising pressure to innovate fast (especially Covid) Web3, IoT, and data tools opening doors to new types of collaboration As a dev, you’re no longer just building software — you’re solving business problems with experts from many fields. 🧠 What It Feels Like to Code with Non-Tech Teams You’re not just in meetings with other developers or PMs — you might be working with doctors, educators, lawyers, or logistics experts. You’ll often be the one translating real-world needs into actual software. That means: You ask more questions (and different kinds of questions) You explain tech in plain English (a lot) You build tools that might look simple — but solve huge pain points Sometimes, it’s messy. But it’s also incredibly rewarding. And of course, learn, learn, and learn! 💡 Examples of Cross-Industry Innovation Healthcare: Building AI tools to help diagnose diseases or manage patient data securely. Education: Creating adaptive learning platforms for schools using AI + gamification. Finance: Developing tools for underserved populations using blockchain and mobile-first design. Art & Culture: Collaborating with creators on NFT galleries, digital exhibitions, or immersive experiences. Logistics: Using IoT + data visualization to improve supply chains. If you’re a developer in 2025 and you haven’t worked outside of “pure tech” yet — it’s worth exploring. Just for yourself.  ( 4 min )

When Failure is Not an Option: A Practical Case for OCaml david2am ・ Jun 13 #ocaml #performance #functional #programming  ( 2 min )

Welcome To My GitHub Please Visit I'm Syed Moinuddin, an HR/Admin Assistant with 6+ years of experience — and now on a journey into the world of SQL and data tech! I recently created a GitHub repository to share my projects, and I’m excited to connect with like-minded folks here. 🚀 🔧 What I’m Currently Learning Microsoft SQL Server PostgreSQL & MySQL Azure Data Studio & SSMS Automating tasks using SQL + Excel Exploring version control with GitHub 📊 My GitHub Stats 🧠 Fun Fact About Me 🔗 My GitHub github.com/Syed-Moinuddin2025 Let’s grow and learn together — drop a comment and share your story too! 👇  ( 3 min )

JSON Parsing and Generation with ArkTS Module Introduction This module facilitates the conversion of JSON text to corresponding ArkTS objects or values and vice - versa. import { JSON } from '@kit.ArkTS'; parse(text: string, reviver?: Transformer, options?: ParseOptions): Object | null This function parses a JSON string to generate the corresponding ArkTS object or null. ** Supported from API version 12 in meta - services. System Capability: SystemCapability.Utils.Lang Parameters: Parameter Name Type Required Description text string Yes A valid JSON string. reviver Transformer No A transformation function that can modify the original values generated by parsing. Default: undefined. options ParseOptions No Configuration for parsing that can control the generated ty…  ( 4 min )

💻 Considerando desempenho, recursos, portabilidade e qualidade de construção. Esses notebooks são ideais para programadores que buscam desempenho robusto, portabilidade e ergonomia, além de serem adequados para várias linguagens de programação e ferramentas de desenvolvimento. 01. Apple 2025 MacBook Air MacBook Air de 15 polegadas, Processador M4 da Apple com CPU 10‑core e GPU 10‑core, 24GB Memória unificada, 512 GB oferece desempenho excepcional, ideal para programadores que trabalham com desenvolvimento de software pesado, engenharia de sistemas e inteligência artificial. Processador: Chip M2 Pro/M2 Max Tela: Liquid Retina XDR, até 120Hz Características: Longa duração de bateria (até 22h), excelente teclado, construção premium, ótima tela. Ideal para: Desenvolvedores qu…  ( 5 min )

从零开始的Hyperlane框架学习之旅：一个大三学生的真实体验 作为一名大三计算机系的学生，我在上学期的分布式系统课程项目中初次接触到了 Hyperlane 这个 Rust HTTP 框架。从最初的好奇到后来的深入使用，这个框架给我留下了深刻的印象。今天，我想分享一下我使用 Hyperlane 的心路历程。 第一次看到 Hyperlane 的文档时，我就被它的设计理念所吸引。作为一个性能导向的轻量级框架，它在保持高性能的同时，还提供了非常友好的开发体验。 首先，我只需要在 Cargo.toml 中添加一行依赖： [dependencies] hyperlane = "5.25.1" 相比其他框架动辄几十个依赖项，Hyperlane 只依赖 Tokio 和标准库，这让我在项目初始化时就感受到了它的轻量级特性。 在传统框架中，获取请求方法可能需要这样写： let method = ctx.get_request().await.get_method(); 而 Hyperlane 提供了更优雅的方式： let method = ctx.get_request_method().await; 这种扁平化的 API 设计让代码更加清晰易读，也减少了查阅文档的次数。 #[methods(get, post)] async fn root_route(ctx: Context) { ctx.set_response_status_code(200) .await .set_response_body("Hello hyperlane => /") .await; } 这种组合式的路由注解比其他框架一个个声明方法要简洁得多。 server.route("/goods/{id:\\d+}", |ctx| async move { let id = ctx.get_route_param("id").await.parse::().unwrap(); // 数据库查询逻辑... }).await; 内置的正则表达式支持让路由匹配更加灵活，不需要额外的插件。 在 AWS t2.micro 实例上进行压力测试： wrk -c360 -d60s http://localhost:8000/ 测试结果令人震惊： 框架 QPS Tokio 340,130 Hyperlane 324,323 Rocket 298,945 Gin (Go) 242,570 性能仅比底层的 Tokio 低 5%，但提供了完整的 Web 框架功能，这个数据让我在课程展示时收获了不少惊叹。 #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); let body = ctx.get_request_body().await; ctx.set_response_body(key).await.send_body().await; ctx.set_response_body(body).await.send_body().await; } 无需额外的插件就能支持 WebSocket，这让我在实现实时聊天功能时省去了不少麻烦。 在升级到 v4.89+ 版本时，我遇到了一些生命周期的变化： // v4.89+ 推荐的请求中断方式 if should_abort { ctx.aborted().await; return; } 但框架清晰的版本说明让我很快适应了这些变化。 API 设计哲学：链式调用设计保持了 Rust 的优雅 性能密码：建立在 Tokio 的异步架构和零拷贝处理之上 中间件系统：洋葱模型提供了清晰的扩展点 路由灵活性：在简单参数和正则表达式之间取得了平衡 版本管理：仔细阅读 CHANGELOG 避免兼容性问题 通过这次项目实践，我不仅掌握了 Hyperlane 框架，还对现代 Web 框架的设计理念有了深入的理解。接下来，我计划： 深入研究 Hyperlane 的 WebSocket 支持 探索框架如何在底层利用 Rust 的零成本抽象 尝试基于 Hyperlane 构建微服务架构 Hyperlane 不仅仅是一个工具，它改变了我对编程的思考方式。每一次 ctx 调用，每一个中间件的编写，都在加深我对 Web 开发本质的理解。这个框架让我明白，性能和开发体验是可以兼得的，这就是 Rust 生态的魅力所在。  ( 3 min )

In the current ecosystem of Rust Web frameworks, Hyperlane is increasingly demonstrating its strong competitiveness as a "new generation of lightweight and high-performance frameworks." This article will comprehensively analyze the advantages of Hyperlane by comparing it with mainstream frameworks such as Actix-Web and Axum, especially in terms of performance, feature integration, development experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Only depends on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Many internal abstraction layers Actix ✅ Request middleware Partial support (requires plugins) ⚠️ Path macros…  ( 5 min )

As urban infrastructure becomes smarter and more interconnected, traditional fencing systems are evolving. No longer are fences just passive barriers—they are becoming intelligent components of property surveillance and security systems. In this blog, we’ll explore how to build a motion detection system for fences using PIR (Passive Infrared) sensors and the ESP8266 microcontroller. This guide is perfect for IoT enthusiasts, developers, and even fence companies looking to offer high-tech solutions in the field of property security. We’ll also explore real-world scenarios where this setup can be implemented—especially in regions with high security demands such as Chicago. PIR sensors detect motion by measuring changes in infrared radiation (heat) in their field of view. They're affordable, …  ( 5 min )

Explore tutorials, exercises, quizzes, and certifications all in one place: 🌐 w3schools.com Start your coding journey today — from HTML to JavaScript and beyond!  ( 3 min )

Hyperlane性能优化实战：从理论到实践的深度探索 作为一名大三计算机系的学生，我在使用 Hyperlane 开发高并发校园服务时，积累了不少性能优化的经验。这篇文章将从实战角度分享我的优化心得。 server .enable_nodelay().await .disable_linger().await .http_line_buffer_size(4096).await .run().await; wrk -c360 -d60s http://localhost:8000/ 框架 QPS 延迟 内存占用 Tokio 340,130 1.2ms 基准线 Hyperlane 324,323 1.5ms +5% Rocket 298,945 1.8ms +15% Gin (Go) 242,570 2.1ms +25% async fn optimize_connection_pool() { let pool = Pool::builder() .max_size(100) .min_idle(Some(10)) .build() .await; // 使用连接池 let conn = pool.get().await?; } async fn reuse_buffers(ctx: Context) { let buffer = get_buffer_from_pool().await; ctx.set_response_body(buffer) .await .send_body() .await; return_buffer_to_po…  ( 4 min )

Rust is known for its powerful type system, which enables memory safety, concurrency, and zero-cost abstractions. Rust basic types like integers, boolean, and strings are straightforward, advanced types provide the foundation for writing expressive and safe code in complex systems. Most important advanced types in Rust: Algebraic Data Types (Enums & Structs) Type Aliases Newtypes PhantomData Dynamically Sized Types (DSTs) Trait Objects Function Pointers Never Type (!) Inferred and Generic Types Algebraic Data Types (ADTs) Algebraic data types is a way to define complex data by combining simpler types. There are two main kinds of ADTs: Struct : combine multiple fields together struct Person { name: String, age: u8, } Enum : define one of many possibilities enum Sha…  ( 6 min )

🧠 Overview As part of the "Build Games with Amazon Q CLI" challenge by the AWS Community, I decided to bring a classic arcade-style game to life: a Space Shooter built with Python and Pygame. With the help of Amazon Q CLI, I was able to rapidly prototype, refactor, and build a modular game with surprising ease – and yes, all while scoring a cool T-shirt! Amazon Q CLI is more than just a chatbot in your terminal — it's like pairing with a senior developer. Here's why I found it so useful for this project: Fast prototyping: I could describe game logic or a mechanic and get all the Python code files. Instant debugging: AI spotted logic errors and suggested fixes right away. Context-aware: It understood the structure of my project and improved it over time. Documentation help: Even helped m…  ( 4 min )

深入理解Hyperlane的中间件系统：一个大三学生的实践笔记 作为一名大三计算机专业的学生，我在使用 Hyperlane 框架开发校园项目的过程中，对其中间件系统有了深入的理解。今天，我想分享一下我在实践中的心得体会。 graph TD A[客户端请求] --> B[认证中间件] B --> C[日志中间件] C --> D[控制器] Hyperlane 的中间件采用洋葱模型，请求从外层向内层传递，这种设计让请求处理流程清晰可控。 async fn request_middleware(ctx: Context) { let socket_addr = ctx.get_socket_addr_or_default_string().await; ctx.set_response_header(SERVER, HYPERLANE) .await .set_response_header("SocketAddr", socket_addr) .await; } 相比其他框架需要通过 trait 或层注册中间件，Hyperlane 直接使用异步函数注册，更加直观。 async fn auth_middleware(ctx: Context) { let token = ctx.get_request_header("Authorization").await; match token { Some(token) => { // 验证逻辑 ctx.set_request_data("user_id", "123").await; } None => { …  ( 3 min )

Hyperlane实时通信指南：WebSocket和SSE实战经验分享 作为一名大三计算机系的学生，我在使用 Hyperlane 开发校园实时聊天系统时，深入体验了它的 WebSocket 和 SSE 功能。这篇文章将分享我的实战经验。 #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); let body = ctx.get_request_body().await; ctx.set_response_header("Connection", "Upgrade") .await .set_response_header("Upgrade", "websocket") .await .set_response_body(key) .await .send_body() .await; } async fn handle_ws_message(ctx: Context) { let message = ctx.get_ws_message().await; match message { WSMessage::Text(text) => { // 处理文本消息 ctx.send_ws_text(format!("收到消息: {}", text)).await; } WSMessage::Binary(data) => { // 处理二进制消…  ( 3 min )

作为一名大三计算机专业的学生，我在构建 Web 服务项目时接触到了 Hyperlane 框架。这个高性能的 Rust HTTP 框架彻底改变了我对 Web 开发的认知。下面是我学习并应用 Hyperlane 的真实经历。 刚开始使用 Hyperlane 时，最让我惊喜的是它简洁的 Context 封装。以前在其它框架中需要冗长的调用： let method = ctx.get_request().await.get_method(); 现在只需要一行代码就能搞定： let method = ctx.get_request_method().await; 这种设计让我的代码可读性大幅提升，特别是处理复杂业务逻辑时，不再需要嵌套多个方法调用。 在实现 RESTful API 时，Hyperlane 的请求方法宏让路由定义变得异常简单： #[methods(get, post)] async fn user_profile(ctx: Context) { // 处理GET和POST请求 ctx.set_response_status_code(200).await; ctx.set_response_body("用户个人资料").await; } #[get] async fn get_users(ctx: Context) { // 仅处理GET请求 let users = fetch_all_users().await; ctx.set_response_body(users).await; } 这种声明式语法让我可以专注于业务逻辑而非 HTTP 细节。 在开发过程中，我发现响应处理特别直观： // 设置响应状态 ctx.set_response_status_code(404).await; // 添加自定义响应头 …  ( 3 min )

Day 1：初识 Hyperlane 在 GitHub 上发现了 Hyperlane 这个 Rust HTTP 框架，立刻被它的性能数据吸引。官方文档写着： "hyperlane 是一个高性能且轻量级的 Rust HTTP 框架，设计目标是简化现代 Web 服务的开发，同时兼顾灵活性和性能表现。" 我决定用它来完成我的分布式系统课设。从 Cargo.toml 开始： [dependencies] hyperlane = "5.25.1" 今天重点研究了 Hyperlane 的Context设计。传统框架需要这样获取请求方法： let method = ctx.get_request().await.get_method(); 但 Hyperlane 提供了更优雅的方式： let method = ctx.get_request_method().await; 我的理解： 这种链式调用简化就像 Rust 的?操作符——把嵌套调用扁平化，代码可读性大幅提升。Hyperlane 通过自动生成 getter/setter 方法，把request.method映射为get_request_method()，太聪明了！ 尝试实现 RESTful 接口时，发现了 Hyperlane 的方法宏： #[methods(get, post)] async fn user_api(ctx: Context) { // 处理GET/POST请求 } #[delete] async fn delete_user(ctx: Context) { // 处理DELETE请求 } 遇到的问题： 刚开始忘记给路由函数添加async关键字，编译器报错让我困惑了半小时。Rust 的异步编程真是需要时刻注意细节！ 花了整天研究响应 API，做了个对比表格帮助理解： 操作类型…  ( 3 min )

By Todd Bernson, CTO of BSC Analytics, USMC Veteran, and Voice Cloning Nerd with a Respect for HIPAA and Heavy Deadlifts Healthcare doesn’t mess around when it comes to privacy. Between HIPAA, HITRUST, and the unofficial but very real “don’t you dare leak my test results” rule, any AI solution operating in this space better know how to behave. So when I decided to bring voice cloning — yes, real-time AI-generated voices — into healthcare workflows, I knew two things: It had to feel human. It had to act like a raider-trained compliance officer. Let’s talk about how we built a fully self-hosted, AWS-powered voice cloning platform designed for healthcare environments — balancing personalization with the paranoia (justified!) that comes with handling PHI. Simple: people trust people, not robot…  ( 6 min )

在当前的 Rust Web 框架生态中，Hyperlane 正逐步展现出其作为“新一代轻量级高性能框架”的强大竞争力。本文将通过与主流框架（如 Actix-Web、Axum）对比，全面剖析 Hyperlane 的优势，特别是在性能、特性集成、开发体验和底层架构方面的领先之处。 框架 依赖模型 异步运行时 中间件支持 SSE/WebSocket 路由匹配能力 Hyperlane 仅依赖 Tokio + 标准库 Tokio ✅ 支持请求/响应 ✅ 原生支持 ✅ 支持正则表达式 Actix-Web 大量内部抽象层 Actix ✅ 请求中间件 部分支持（需插件） ⚠️ 路径宏需显式配置 Axum Tower 架构复杂 Tokio ✅ Tower 中间件 ✅ 需依赖层扩展 ⚠️ 动态路由较弱 零平台依赖：纯 Rust 实现，跨平台一致性强，无需额外 C 库绑定。 极致性能优化：底层 I/O 使用 Tokio 的 TcpStream 和异步缓冲处理，自动开启 TCP_NODELAY，默认关闭 SO_LINGER，适合高频请求环境。 中间件机制灵活：支持 request_middleware 与 response_middleware 明确划分，便于请求生命周期控制。 实时通信开箱即用：原生支持 WebSocket 与 SSE，无需第三方插件扩展。 下面我们将拆解一个完整 Hyperlane 服务示例，说明其设计理念与开发者友好性。 async fn request_middleware(ctx: Context) { let socket_addr = ctx.get_socket_addr_or_default_string().await; ctx.set_response_header(SERVER, HYPERLANE) …  ( 3 min )

In the current ecosystem of Rust Web frameworks, Hyperlane is increasingly demonstrating its strong competitiveness as a "new generation of lightweight and high-performance frameworks." This article will comprehensively analyze the advantages of Hyperlane by comparing it with mainstream frameworks such as Actix-Web and Axum, especially in terms of performance, feature integration, development experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Only depends on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Many internal abstraction layers Actix ✅ Request middleware Partial support (requires plugins) ⚠️ Path macros…  ( 5 min )

展望Hyperlane的未来：一个大三学生的开发心得与思考 作为一名大三计算机系的学生，在使用 Hyperlane 框架一个学期后，我对这个框架的现状和未来发展有了一些思考。这篇文章将分享我的学习心得和对框架未来的展望。 极致性能 接近原生 Tokio 的性能表现 优秀的内存管理 低延迟响应 开发体验 直观的 API 设计 完善的文档支持 友好的错误提示 框架 QPS 延迟 内存占用 开发体验 Hyperlane 324,323 1.5ms 最低 优秀 Actix-Web 310,000 1.8ms 较低 良好 Axum 305,000 1.7ms 中等 良好 Gin (Go) 242,570 2.1ms 较高 优秀 #[methods(get, post)] async fn flexible_route(ctx: Context) { let method = ctx.get_request_method().await; ctx.set_response_body(format!("Method: {}", method)) .await .send_body() .await; } 路由系统的设计非常直观，特别是多方法支持和正则匹配功能，大大提高了开发效率。 async fn custom_middleware(ctx: Context) { // 前置处理 let start = std::time::Instant::now(); // 请求处理 // 后置处理 println!("处理耗时: {:?}", start.elapsed()); } 中间件的洋葱模型设计让请求处理流程更加清晰。 WebAssembly 集成 async fn wasm_handler(ctx: Context) { let wasm_module = load_wasm_module().await; let result = wasm_module.execute().await; ctx.set_response_body(result).await; } GraphQL 支持 async fn graphql_handler(ctx: Context) { let query = ctx.get_request_body().await; let schema = build_schema().await; let result = schema.execute(query).await; ctx.set_response_body(result).await; } 插件系统 认证插件 缓存插件 监控插件 工具链完善 脚手架工具 调试工具 性能分析工具 基础入门 Rust 语言基础 异步编程概念 Web 开发知识 进阶学习 源码阅读 性能优化 实战项目 // 项目最佳实践 async fn best_practice(ctx: Context) { // 1. 统一错误处理 let result = process_request().await .map_err(|e| handle_error(e)); // 2. 结构化日志 log::info!("请求处理完成: {:?}", result); // 3. 性能监控 metrics::record_request().await; } 文档系统 更多示例代码 视频教程 最佳实践指南 开发工具 IDE 插件 调试工具 性能分析工具 交流平台 技术论坛 问答社区 代码仓库 生态系统 插件市场 模板项目 示例应用 循序渐进 从简单接口开始 理解核心概念 多写示例代码 实战驱动 参与实际项目 解决实际问题 总结经验教训 深入学习 源码分析 性能优化 架构设计 社区参与 问题反馈 代码贡献 经验分享 技术方向 云原生支持 边缘计算 AI 集成 应用场景 微服务架构 实时应用 高性能计算 作为一名学生开发者，我深深感受到 Hyperlane 框架在 Web 开发领域的潜力。它不仅帮助我快速构建了高性能的 Web 应用，还让我对 Rust 生态系统有了更深的理解。我相信，随着框架的不断发展和社区的壮大，Hyperlane 将在 Web 开发领域发挥更大的作用。希望这篇文章能给其他正在学习 Hyperlane 的同学一些启发和帮助！  ( 3 min )

Como implementar o Google Tag Manager no Next.js 13+ com eventos de clique O que você vai aprender: Instalar e configurar o GTM com o pacote oficial do Next.js Rastrear eventos de clique em links e botões Criar um helper reutilizável para o dataLayer Dica bônus: usar data-attributes para rastrear sem JavaScript (Opcional) Adicionar o Google Analytics 4 junto com o GTM O Next.js 13+ traz suporte nativo para scripts de terceiros com o pacote: npm install @next/third-parties Ou com yarn: yarn add @next/third-parties No arquivo app/layout.tsx ou app/layout.js, importe e adicione o componente: import { GoogleTagManager } from '@next/third-parties/google' export default function RootLayout({ children }) { return ( {children} <GoogleTagMa…  ( 4 min )

Day 1: First Encounter with Hyperlane I stumbled upon the Hyperlane Rust HTTP framework on GitHub and was immediately captivated by its performance metrics. The official documentation states: "Hyperlane is a high-performance and lightweight Rust HTTP framework designed to simplify the development of modern web services while balancing flexibility and performance." I decided to use it for my distributed systems course project. I started with the Cargo.toml file: [dependencies] hyperlane = "5.25.1" Today, I delved into the design of Hyperlane's Context. In traditional frameworks, you would retrieve the request method like this: let method = ctx.get_request().await.get_method(); But Hyperlane offers a more elegant approach: let method = ctx.get_request_method().await; My Understanding: T…  ( 5 min )

Probabilistic Data Structures in Go: Building and Benchmarking a Bloom Filter Umang Sinha ・ Jun 13 #go #datastructures #backend #opensource  ( 3 min )

Hyperlane与微服务架构：校园应用的实战案例分析 作为一名大三计算机系的学生，我在使用 Hyperlane 开发校园服务时，尝试了微服务架构的实践。这篇文章将分享我在这个过程中的经验和思考。 // 用户服务 #[get] async fn user_service(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, APPLICATION_JSON) .await .set_response_body("{\"service\": \"user\"}"); } // 商品服务 #[get] async fn product_service(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, APPLICATION_JSON) .await .set_response_body("{\"service\": \"product\"}"); } async fn register_service(service_name: &str, port: u16) { let server = Server::new() .host("0.0.0.0") .await .port(port) .await; // 向服务注册中心注册 register_to_discovery(service_name, port).await; } async fn call_service(ctx: Context) { let service_url = discover_service("use…  ( 3 min )

When working with Docker containers, managing persistent data is crucial. Docker provides two primary mechanisms for data persistence: Volumes and Bind Mounts. Understanding when to use each can significantly impact your application's performance, security, and maintainability. Docker volumes are the preferred mechanism for persisting data generated and used by Docker containers. They are completely managed by Docker and stored in a part of the host filesystem managed by Docker (/var/lib/docker/volumes/ on Linux). Managed entirely by Docker Independent of the host machine's directory structure Can be shared among multiple containers Easier to back up and migrate Better performance on Docker Desktop (Windows/Mac) Support for volume drivers (remote hosts, cloud providers, encryption) # Creat…  ( 6 min )

Several years ago, AI tools seemed out of reach for most people. Today, almost anyone can access a smart assistant, experiment with text generation, or automate complex tasks without writing much code. The pace of innovation is fast, but picking the best AI tools for your needs demands more than trending names or bold claims. Here’s a technical look at what matters and how to choose. All-in-one AI platforms have their place, but specialists now outperform generalists in many areas. For example, code assistants use language models fine-tuned for software development. Image generators have custom engines to understand artistic concepts. Whether you manage data, write copy, or need market research, you’ll find tools built with deep specialization. To see what’s available, explore the AI Tool…  ( 4 min )

“Build an EMR,” they said. “It’ll be fun,” they said. Fast forward to 2025, and we’re no longer building record-keeping software — we’re engineering clinical intelligence, workflow orchestration, and care collaboration. If you’re writing software for health systems, you're not just a dev — you're the one helping doctors treat faster, safer, and smarter. So let's break down the three EMR tech trends that actually matter in 2025 (no fluff, promise). Remember when uploading a 50MB DICOM file used to take down half the system? Those days are behind us. Modern EMRs are going cloud-native: containerized, scalable, modular — and dare we say, elegant? # k8s-appointment-service.yaml apiVersion: apps/v1 kind: Deployment metadata: name: emr-appointment-service spec: replicas: 3 template: m…  ( 4 min )

Stop Updates Friends who are familiar with Flutter Harmony development should know that Flutter 3.7.12 Harmony SDK has been released in the open source Harmony community for almost a year. The Harmony adaptation of Flutter 3.22.x has been provided by the Harmony Commando Repository. Recently, some friends reported that it has not stopped updating for more than 2 months, and many people thought that maintenance has stopped. This is not the case. Flutter's Harmony adaptation work has been ongoing. The article Harmony Flutter Practice: 15-Flutter Engine Impeller Harmonyization, Performance Optimization and Future details the adaptation work content and future plans. The author mentioned in the previous article The original open source Harmony warehouse stopped updating that with the collect…  ( 3 min )

Background On August 4, 2023, Huawei released HarmonyOS NEXT at the "2023 Huawei Developer Conference" and announced that the system would be open to cooperative enterprise developers. HarmonyOS NEXT, also known as HarmonyOS 5.0, is the largest update version in the history of Harmony. Harmony is no longer compatible with Android and uses its own kernel (Harmony kernel), which completely replaces the original system functions in terms of kernel, operating system, and application layer. Harmony has completely gotten rid of the title of "Android shell". For Everbright's application manufacturers and developers, all applications must be redeveloped and adapted. So what is the so-called native Harmony development? This article will discuss the following aspects: The original application need…  ( 5 min )

When Apple unveiled its new Liquid Glass design language at WWDC '25, designers and devs around the world had a moment of deja vu. If you remember Windows Vista's Aero Glass aesthetic translucent panes, glowing edges, and glassy blurs, this might feel like history repeating itself. But Apple's take isn't just nostalgia; it's refinement. Let's rewind. Vista's Aero Glass was ambitious for its time (2006), introducing frosted translucency, window blur, and fluid motion. The problem? Hardware limitations. It was heavy on resources, inconsistent in UX, and often felt more gimmick than utility. Fast forward to 2025, and Apple's Liquid Glass builds on the same core idea: translucency, depth, and light — but with far more nuance and purpose: Performance-first: Apple's silicon chips and rendering …  ( 4 min )

Blockchain technology is widely celebrated for its transparency and immutability, key pillars that ensure trustless transactions and tamper-proof records. These features have driven innovation across industries, from decentralized finance (DeFi) to supply chain management. However, this same transparency can become a significant challenge when it comes to data privacy and confidentiality. Sensitive information is often exposed on public blockchains, creating a tension between openness and privacy that limits what kinds of applications can be safely and securely built. This article explores the heart of this problem and how the Oasis Network is uniquely solving it with its Sapphire runtime and the ROFL framework, unlocking new horizons for secure, scalable, and private Web3 applications. …  ( 6 min )

Wait... Is This Even DP? When I started learning Dynamic Programming (DP), I thought I had it all figured out. First write recursion -> Easy, right? So whenever I saw a tough problem, my brain immediately went: "Where’s the recursion? Let's add dp[i][j] and go" That's how I thought DP was supposed to be. But recently, I solved a problem... and it broke that pattern completely. No recursion. No DP array. No i, no j, no table. Still, it felt like Dynamic Programming. And that's when I paused and asked myself: “Wait… is this even DP?” Turned out, it was. Just in disguise. That's when I realized: DP isn't just about writing recursion and caching it. It's more about spotting repeated work and finding smart ways to reuse it. Mind blown Max of Min for Every Window Size You're given an ar…  ( 5 min )

hello there people nothing techinal and professional today either. today's morning was hectic. i had to clean the kitchen completely alone, then sweep and mop the floor all by myself and as if it was not enough i had to go upstairs in this scorching heat to hang the washed clothes huff after that i made the flour dough for lunch and after that cut water melon into pieces and mind you it was as big as my whole arm. i had no time to enjoy or hell take rest but here im, with my daily dose of diary writing. because typing and writing practice comes first then anything. and i have also started practicing in geekforgeeks platform my best computer language python. last night i slept in my parents room and they turn off the ac so earlyin the morning. i woke up drenched in sweat and my mother screaming at my face. then my sissys went to their morning coaching and return late so we had chapattis with morning's veggie and soupy maggie. papa is in her general duty and we all are hungry right now, and no one is listening to my moma, all she wants is 3 liters of milk from the market and some veggies to cook. thats it, thank you signing off.  ( 3 min )

Are you looking to build a fast, lightweight, and modern personal website with minimal setup? SvelteKit offers a refreshing developer experience and excellent performance out of the box. Svelte is a JavaScript framework that shifts much of the work to compile time, so your app runs faster with less code and no virtual DOM. SvelteKit builds on top of Svelte to give you a complete, modern web framework with routing, server-side rendering, and deployment tools all built in. This guide walks you through creating a very simple SvelteKit site from setup to deployment preview. Create a basic personal site with the following: Home page About page Contact form (no backend, just an alert message) Simple layout and navigation Step 1: Prerequisites Before starting, ensure you have the following instal…  ( 6 min )

Throughout my learning journey with Microsoft Excel, I have acquired a wide range of valuable skills that have greatly enhanced my data management and analysis capabilities. I began by learning how to sort and filter data, allowing me to quickly organize large datasets and extract relevant information efficiently. I also explored data validation, which helps ensure the accuracy and consistency of data entries by setting predefined rules and restrictions. Moving further, I mastered conditional formatting, a powerful feature that visually highlights specific data points based on given conditions, making trends and anomalies immediately apparent. In addition to these foundational skills, I explored into operators and logical functions, including the versatile IF statements and more complex nested IF functions, enabling me to automate decision-making processes within spreadsheets. I also became proficient with lookup functions such as VLOOKUP and HLOOKUP, which simplify the task of searching for data across different tables. Furthermore, I advanced to using the INDEX and MATCH functions, which offer greater flexibility and efficiency in retrieving data compared to traditional lookup functions. To summarize and analyze data more effectively, I learned to create pivot tables and charts, transforming raw data into meaningful summaries and visual representations. Finally, I explored how to build interactive dashboards, which combine multiple Excel features to present dynamic, user-friendly reports that provide valuable insights at a glance. This comprehensive skill set has empowered me to handle complex data tasks with confidence and precision.  ( 3 min )

Ever thought of hosting your own website from the comfort of your own home—on a machine you already own? In this post, I’ll walk you through how I transformed my old laptop into a fully functional web server and used it to host my personal portfolio: mrzaizai2k.xyz. This is my website: This isn’t just a guide—it’s also a story. Whether you're trying to save money, repurpose old gear, or just learn something cool, you’ll find something valuable here. 💡 Why I Chose to Self-Host 🎓 What You’ll Learn 🛠 Tech Stack 🚀 Initial Setup 🐳 Containerize It with Docker 🌍 Open to the World: Cloudflare Tunnel vs. Port Forwarding 📈 Analytics Integration 📈 What’s Next: SEO Optimization 🔗 References A while ago, I found myself with an old laptop that nobody wanted to buy at a fair price. The resale v…  ( 6 min )

Hi Developers!! Project Title: Chessboard using HTML, CSS, and JavaScript. Project Description: Today, I built a simple 8x8 Chessboard using HTML, CSS Grid, and JavaScript DOM manipulation. This project helped me understand how to create dynamic elements using JavaScript and apply CSS classes conditionally. Important JavaScript Topics Covered: 1.DOM Manipulation: document.createElement() to create div elements dynamically. 2.Loops (For Loop): for loops generated 8 rows and 8 columns for the chessboard. 3.Conditional Statements (if-else): (row + col) % 2 == 0 to create the chess pattern. 4.setAttribute() Method: id and class attributes dynamically for each square. 5.CSS Grid: grid-template-columns: repeat(8, 60px); This made 8 columns of equal size. Source Code: <html lang=…  ( 4 min )

When I’m sitting down to integrate an AI into an application, I follow a pretty consistent mental checklist. It’s all about guiding the AI, step by step. Before I even type my first prompt, I try to understand the AI model itself. Is it a language model, an image generator, or something else? What kind of data was it trained on? Knowing its strengths (and more importantly, its weaknesses) helps me set realistic expectations. I also dig into the API documentation to see what parameters I can tweak — things like temperature (how creative or "safe" the response is) or max_tokens (how long the response can be). These are my knobs and dials for fine-tuning. Treat your AI like a junior developer: give it clear instructions, context, and examples, and it’ll surprise you with what it can achieve. …  ( 5 min )

As a Senior Frontend Architect, I've witnessed countless discussions about micro-frontends where teams mistakenly identify architectural patterns, leading to poor decisions and technical debt. Let me tell you a story that still haunts me. I was in a crucial architectural meeting where we were deciding the future of our frontend strategy. The lead architect confidently presented their "micro-frontend solution" – and I watched in horror as they described what was essentially a glorified component library. "We'll create reusable components," they enthusiastically explained, "the Login component, the Dashboard component, the UserProfile component. Each team can own their components, and we'll have micro-frontends!" Fortunately, I managed to catch the problem in time. After hours of discussion …  ( 8 min )

I Built a Python Course for Students Like Me — It’s Called Pixel Blast 🚀 Hey everyone 👋 I'm Goutham Kumar A, a high school student from India who's passionate about programming, learning, and building cool things. When I first started learning Python, I felt overwhelmed — most online courses were too fast, too expensive, or full of ads. So I decided to create a course myself, made by a student, for students. Introducing 👉 Pixel Blast Pixel Blast is a beginner-friendly Python course designed for: Students who are just starting with programming Anyone who wants to learn Python through clear, simple lessons People looking for an affordable course with practical projects 🟢 Key features: 10+ lessons covering the Python basics Hands-on practice and mini-projects Live sessions and Q&A support Lifetime access for just ₹99 or ₹199 I know what it feels like to be a beginner. I wanted to: Help other students like me learn Python easily Make a course that's affordable and fun Learn by teaching — and share what I’ve learned so far 🔗 Visit Pixel Blast You’ll find all course details, pricing, FAQs, and even a contact option if you want to ask me anything personally. If you're a student, a beginner, or just someone curious about Python — give it a try! I’d love to hear your thoughts, feedback, or suggestions. Feel free to connect or drop a comment below. Let’s help more people learn Python the simple way 💡 Thanks for reading! Goutham Kumar A  ( 3 min )

Origin story:
 Features Real-time key remapping Use of modifiers for flexible configuration Activation of rules when holding a specific "switch" key Easy setup via a configuration file Requirements: macOS Big Sur 11.5 or later. How to use Key remapping is activated when holding the [switch key], or via settings in the [general] section. Changes take effect immediately after launching. Configuration [general] [switch key] Remapping rules: source:target:modifiers source — source key code (required) target — target key code (required) modifiers — optional modifiers, separated by commas Comments: lines starting with #. Modifiers You can use modifiers such as:
Caps Lock, Shift, Right Shift, Function, Control, Option, Right Option, Command, Right Command. Configuration example Installation instructions are in the README file of the repository: https://github.com/bornthenord/hotpaws  ( 3 min )

I would like to share how I felt on my first day in Chennai and how my journey is going as I begin to learn Java Full Stack Development. On the first day, I was honestly very nervous. Everything around me felt new the people, the slang, the language, the food, even the small decisions I had to make for myself. It was all different from what I was used to. But something good happened I made a new friend on day one, and that gave me a little bit of comfort in this new place. As a new student in the class, I met many new faces. That day, I heard about Linux for the first time. We were asked to install Linux Mint, and I had absolutely no idea how to do it. For 3 to 4 days, I kept researching and trying to understand how Linux works. With the help of a senior batch student, I finally learned how to install it. I gained a little knowledge, and that small confidence helped me guide others too. Even though I struggled at first, I eventually figured it out fully and it felt really good. Later, our trainer started teaching us HTML and CSS, and how to build our own portfolio website. I started reading many tags and understanding how websites are structured. The session was very useful, and we were able to clear our doubts. I really enjoyed that class. Every afternoon, we have a communication session. On the first day, the topic was a self-introduction. After that, each day brings a new topic. These sessions are actually fun and helpful, because they push us to talk with others, share our thoughts, and improve our communication skills naturally. Whenever we get bored or need a break, we play shuttle and other little games. I'm also slowly exploring nearby food spots and trying new things. I’m really eager to learn, not just about coding, but everything around me. Now, I feel like I’ve taken a big step toward my dream of becoming a software developer. I’m still learning, still growing, but I’m truly excited about this journey and looking forward to everything that’s coming next.  ( 4 min )

When planning a new software project, one of the most critical decisions is selecting the right development approach. Whether you're building a web app, desktop tool, or mobile solution, your choice of model can significantly affect the outcome. Most businesses today rely on expert software development services to ensure that their process is both efficient and adaptable to changing requirements. But before you dive in, it's essential to understand which development methodology suits your project best. Waterfall Model This traditional model follows a linear sequence — from requirements to design, development, testing, and deployment. It's best for projects with well-defined goals and minimal expected changes. However, it lacks flexibility once a phase is complete. Agile Model Agile is high…  ( 4 min )

Architecture Lab for Cloud-Native Depth I recently shared why I’m stepping off the whiteboard and back into the terminal. Today I’m introducing how that journey becomes real: a public project called Bugle Call. Bugle Call is a purpose-built architecture lab. It mimics the concerns platform teams handle every day: Incident ingestion under burst and idle load Asynchronous processing with enrichment and ML tagging Secure dashboards for incident trends and cost insights Observability that measures health and spending GitOps delivery across dev, staging, and production Multi-cloud deployment on kind, AKS, and EKS The stack mixes .NET, Go, Python, React, Kubernetes, Terraform, Prometheus, and Kubecost. Raw payloads land in MongoDB for audit and model training. Structured data lives in PostgreSQL for queries. Depth over theory – real code and live clusters reveal trade-offs that diagrams hide. Breadth with purpose – every component teaches a specific skill: IAM, GitOps, cost telemetry, or AI enrichment. Public proof-of-work – architecture credibility grows when anyone can clone, run, and break your design. Resource Link Main repository https://github.com/AdrianFreemantle/bugle-call Project README https://github.com/AdrianFreemantle/bugle-call/blob/main/README.md Architecture doc with diagram https://github.com/AdrianFreemantle/bugle-call/blob/main/docs/architecture.md Flesh out the Incident API and deploy to a local kind cluster Wire GitHub Actions for container build and linting Push manifests through ArgoCD into a dev namespace Write about early GitOps pitfalls and how autoscaling behaves on day one Follow progress on the repo and join the conversation. If you are exploring similar territory, open an issue or drop a comment. Let’s compare notes while we build systems that can take a punch.  ( 3 min )

The API economy is in a state of rapid evolution, moving beyond simple data exchange to become the backbone of intelligent, decentralized, and highly automated software ecosystems. Artificial Intelligence (AI) and Blockchain technology are at the forefront of this transformation, fundamentally reshaping how APIs are designed, secured, and utilized in modern software. This article explores the profound impact of AI and Blockchain on APIs, highlighting emerging trends, practical applications, and the opportunities they present for developers and businesses. AI's integration with APIs is a two-way street: APIs consume AI services, and AI is increasingly used to enhance and manage APIs themselves. The explosion of AI adoption in 2024 has directly fueled a massive surge in API usage, as applica…  ( 6 min )

Hi everyone! This week is relatively calm in the React ecosystem, but we still have various interesting blog posts and releases. Maybe we'll soon get some exciting news from React Summit that's about on Friday! On the React Native side, all the devs are already working on iOS 26 Liquid Glass support and other things announced by Apple yesterday. This new design thing is rather controversial and subject to a lot of mockery 😂. React Native 0.80 is just around the corner, I'll keep all this for later, but you can get a sneak peek in Alex Hunt talk at App.js. The JS ecosystem has been rather active with Oxlint 1.0 and various interesting Node.js news. 💡 Subscribe to the official newsletter to receive an email every week! What engineers get wrong about communication Engineers spend most of …  ( 24 min )

Nested Scroll Conflict in Scrollable Components Scrollable Components: WaterFlow, List, Grid, Scroll, Swiper When a Scroll component wraps a WaterFlow component: Scrolling Up: If the WaterFlow component hasn't reached the top, the entire Scroll component scrolls first. When the WaterFlow reaches the top, the WaterFlow component starts scrolling internally. Scrolling Down: If the WaterFlow component hasn’t reached the top, both the Scroll and WaterFlow components scroll smoothly down together. Code: @Entry @ComponentV2 struct Index { @Local dataArr: Array = []; // Data source aboutToAppear(): void { for (let i = 0; i < 40; i++) { this.dataArr.push(`data_${i}`); // Adding data to the array } } build() { Column() { List() { // Outer scrol…  ( 4 min )

Definitions Cloud Computing The on-demand delivery of IT resources (servers, storage, databases, etc.) over the internet with pay-as-you-go pricing. Cloud Security The practices and technologies designed to protect cloud-based systems, data, and infrastructure from threats. Key Characteristics Cloud Computing On-demand self-service: Provision resources without human interaction. Broad network access: Accessible via internet from any device. Resource pooling: Multi-tenant architecture (shared resources). Rapid elasticity: Scale up/down instantly. Measured service: Pay only for what you use. Data encryption: Protects data at rest and in transit. Identity and Access Management (IAM): Controls who can access resources. Compliance: Meets regulations like GDPR, HIPAA. Threat detection: AI/ML-…  ( 4 min )

JavaScript offers several powerful tools for controlling flow, and one of the most flexible—but underutilized—is the Generator Function. Generators allow functions to pause execution and resume later, making them incredibly useful for scenarios like lazy evaluation, streaming data, and asynchronous iteration. What Are Generator Functions? Syntax and Basics Understanding yield and next() Real-World Use Cases Use Case 1: Lazy Pagination Use Case 2: Infinite Sequence Generator Use Case 3: Custom Iterable Objects Use Case 4: Controlled Execution for Testing Best Practices Generator vs Async/Await Summary Generator functions are functions that can be paused and resumed. They return an iterator object that adheres to the Iterator Protocol, which has a .next() method to retrieve the next value…  ( 4 min )

Outreach isn't just for marketers anymore. But in 2025, outreach has evolved—and it's surprisingly developer-friendly. You might be thinking: I'm not in sales. Why should I care about outreach?" Here’s why: You want contributors for your open-source project You’re looking for tech talks, podcasts, or speaking gigs You’re building a product and need beta users or feedback You’re job hunting or exploring freelance/consulting gigs Outreach = opportunity. When done right, it opens doors without feeling spammy. 🔧 Outreach That Works for Developers Don’t start with “Can you do X for me?” Mention shared interests, GitHub repos, or tech stacks—but keep it respectful and relevant. While cold emails work, devs are often more responsive on: GitHub Issues/PRs Twitter (X) replies DEV comments Discord/Slack communities Tech folks appreciate clarity. Get to the point. Include links, context, and what you’re offering or asking—without fluff. Don't just reach out when you need something. In 2025, outreach isn’t about spamming inboxes. It’s about authentic, thoughtful connection—especially in the dev world. Whether you’re a junior dev, indie hacker, or lead engineer: building real relationships can take your career (and projects) further than you think. How do you approach outreach as a developer? Let’s share strategies in the comments 👇 developers #career #opensource #networking #productivity #devlife #outreach  ( 3 min )

Phoenix LiveView gives you instant interactivity—no JS build chain, no sprawling frontend stack. But once your UI is real‑time, the visual layer matters even more: you’re shaping attention, not just serving forms. Enter Tailwind CSS. Atomic utilities → express intent inline in HEEx No global cascade → each component styles itself Purge/Tree‑shake → only used classes ship Design tokens → consistent spacing, color, typography LiveView renders HTML; Tailwind styles it—all server‑side, fast and consistent. … flex, grid…  ( 4 min )

Ever wonder how Google avoids crawling the same page twice across billions of URLs? Or how your browser blocks phishing links instantly without downloading a blacklist the size of a dictionary? Or how spam filters flag dodgy senders before the email even loads? Behind all these real-time decisions is one quiet principle: systems need to ask, “Have I seen this before?” But at scale, that’s not a simple yes/no question. And answering it wrong — or slowly — can cost millions. At small scale, you can use a hash set or a map to keep track. These give you lightning-fast lookups. But try storing a billion SHA-256 hashes — that's 32GB of raw memory. And that’s just the hashes, not the metadata, not the index, not the structure. Want to ship that to every mobile browser? Or store it in L1 cache on …  ( 6 min )

Link To Full Course: https://youtu.be/-odmlU6zIdo 🚀 Master modern full-stack development by building a complete, real-world Food Ordering & Delivery Application! This comprehensive course guides you step-by-step through creating a robust, secure, and scalable dApp using industry-leading technologies. Go from concept to cloud deployment with a project perfect for your portfolio. What You'll Learn & Build: Robust Backend with Spring Boot & Java: Develop a powerful RESTful API for all food ordering and delivery functionalities. Create an intuitive, responsive, and engaging user interface for seamless food Browse, ordering, and tracking. Implement secure and universal payment processing using Stripe, enabling credit card payments directly within your application. Learn to deploy your entire application stack to Amazon Web Services (AWS) for global accessibility and scalability. Prerequisites: Basic understanding of Java, Spring Boot, React, and general web development concepts. 👉 Don't just learn theory; build a complete, deployable Food Ordering & Delivery App that you can showcase to employers! FIGMA DESIGN: https://www.figma.com/design/mm7HCITA5j3vXALtv11oCn/FoodOrderingApp?node-id=40-275&t=Av42P7TeEHBMFMZ5-0 Architecture: https://drive.google.com/file/d/1xWooGAqA_mVgbe9OqugD9zcWFCeCOU_V/view?usp=sharing To Course: https://youtu.be/-odmlU6zIdo  ( 4 min )

For millennia, humanity’s search for meaning has been tethered to ritual, scripture, and the guidance of chosen leaders. But a new force is reshaping the landscape of faith: artificial intelligence. This isn’t a futuristic fantasy; it’s happening now, with algorithms increasingly mediating our spiritual lives, from personalized prayer apps to AI-generated sermons. The integration of AI into religious practice isn’t simply a technological upgrade—it’s a fundamental recalibration of how we experience the sacred, challenging core tenets of belief, authority, and community. We’ve seen this story play out before. The printing press democratized access to scripture, sparking the Reformation. Radio and television brought charismatic preachers into homes globally. Now, AI threatens to further disr…  ( 6 min )

Want to understand how AI agents actually work? Let's build one from scratch before jumping into frameworks. Most AI agent tutorials start with LangGraph or CrewAI, which are great tools, but they can make it hard to understand what's happening underneath. An agent is really just a language model that can call functions. Once you understand that, frameworks make way more sense. Today we're building a customer support system using OpenAI's API and Python. This will give you the fundamentals that make any agent framework easier to use and debug. What we're building: A routing system that decides which "specialist" handles each query Function-calling agents that can search FAQs and analyze sentiment Simple state management to track conversations Logic to escalate to humans when needed By th…  ( 8 min )

Before you import your character into Builds, it’s essential to understand what character builds actually are. Character builds are how you set up your characters in a project or game. These builds determine how your character acts, interacts, and does things in the world. It’s essential to understand this concept thoroughly so that everything proceeds smoothly when you load your character. Path of Building, but a lot happens behind the scenes. Let’s break it down! The skills, traits, and actions of a character in the game world are set up by their character build. One way to do this is to list their skills and how they connect to other parts of the building. Character build makes sure that your character fits in with the rest of the project, whether it’s a game or a fake world. You import…  ( 4 min )

Today, I found myself revisiting what I thought I had completed: Step 5 – Copywriting. When Moving Forward Means Looking Back As I build each section of this LP, I’ve realized that the farther along I get, the more fragile any vague or unpolished decisions from earlier stages become. The structure begins to wobble. It’s like constructing a tower. If the lower bricks are uneven, the top becomes impossible to balance. So, I went back to re-check everything. Dual Focus: Asparagus Sales & Farm Stay One major point of conflict was how to handle Umemura Farm’s two key offerings: Direct-sale asparagus A countryside guesthouse ("farm stay") Should both be featured equally? Or should the farm stay be presented as a sub-topic? After a lot of back and forth, I decided clarity and cohesion win: the asparagus will take center stage, and the guesthouse will be introduced as a supporting feature. Shuffling Sections for Reader Flow I also struggled with deciding the optimal order of LP sections. What sequence makes it easiest for a first-time visitor to understand the farm, the product, and why it matters? At some point I realized I was juggling ideas in my head far too long. Just like the classic advice to write things out on paper when stuck, sometimes clarity comes only when we see our ideas laid out in ink. Tomorrow, I plan to do just that: get everything on paper and start fresh with clarity. Reflection I’ll admit, today felt unproductive. But perhaps acknowledging what doesn’t work is also part of the process. Every step back is a chance to move forward with more confidence. Date: June 13, 2025 tags: portfolio, webdev, copywriting, ux, learning  ( 3 min )

Build Lightning-Fast Over-the-Air Updates for Your Mobile App Introduction Hot Updater is a powerful alternative to react-native-codepush that provides self-hostable Over-The-Air (OTA) update capabilities for React Native applications. Unlike traditional app store updates, Hot Updater allows you to instantly update your JavaScript bundle, enabling rapid deployment of bug fixes and feature updates without waiting for app store approval. Self-Hosting: Maintain complete control over your update infrastructure and data Multi-Platform Support: Seamless compatibility with both iOS and Android platforms Intuitive Web Console: User-friendly interface for managing and monitoring updates Robust Version Control: Advanced app versioning with semantic versioning support Forced Updates: …  ( 7 min )

When I first stumbled into the world of User Experience (UX), I had no idea how deeply it would transform my understanding of digital interactions. It all started during a frustrating afternoon trying to book a flight on a clunky website that seemed designed to test my patience rather than help me. read the full analysis of my UX journey reveals that great design isn't just about looking pretty - it's about creating seamless, intuitive experiences that make users feel understood. My background in graphic design gave me a solid foundation, but UX taught me something crucial: design isn't about what looks good to the designer, but what works brilliantly for the user. I remember working on a mobile app for a local restaurant and realizing that every single tap, scroll, and interaction neede…  ( 4 min )

The "GitHub graveyard." The endless list of half-finished side projects. The brilliant idea that swelled into an unmanageable behemoth, eventually succumbing to the weight of its own complexity. If you've ever started a personal project with boundless enthusiasm, only to see it languish, unfinished and forgotten, you are not alone. This is a common tale among makers, developers, writers, and creators. The problem often isn't a lack of motivation, but a lack of a clear, adaptable system to manage the project's evolution. This is where the principles of Agile and frameworks like Kanban, typically used by large teams, can become your secret weapon for personal project management. They offer a powerful antidote to scope creep, overwhelm, and the infamous "never-finished" syndrome. Let's face i…  ( 6 min )

6 Essential JavaScript Functions Every Developer Should Know Vishal Yadav ・ Oct 23 '24 #webdev #javascript #beginners #programming  ( 2 min )

Let’s face it-losing access to your WordPress admin panel is like being locked out of your own house. You know everything inside is yours-your posts, your designs, your readers-but you're standing at the door without a key, and worse, your backup email just… doesn't work. I’ve been there. And trust me, that sinking feeling in your chest? It’s real. But here’s the good news: you can get back in. Even if your email isn’t working, even if you never set up a recovery link. WordPress, thankfully, is built on a structure that gives us a few secret passageways. You just need to know where to look. Let me walk you through it-not just with dry steps, but with a little humanity. Because behind every WordPress site is a real person trying to share something meaningful. Maybe your domain expired, your…  ( 5 min )

When I first started working as a web developer, I had no idea how crucial page load time was for user experience and website success. It all began with a client project where their e-commerce site was losing potential customers due to slow loading speeds. I remember diving deep into performance optimization, starting with analyzing their existing website using various tools. https://carlocucuzza.it/creazione-siti-web/ became my go-to resource for understanding modern web development techniques. The first major revelation was how every second of load time dramatically impacts user behavior. Studies showed that if a page takes more than three seconds to load, over 50% of users will abandon the site. Talk about pressure! I started implementing several strategies. Image optimization was a …  ( 4 min )

As I stepped onto the soft, golden sand of Mondello Beach, I couldn't help but feel a rush of excitement. If you're planning a Sicilian adventure, I highly recommend you go to site for some incredible travel tips. The beach stretched out before me like a postcard, with crystal-clear turquoise waters that seemed almost too perfect to be real. I'd heard stories about Mondello from my Italian friends, but nothing could prepare me for the actual experience. The beach is nestled just outside Palermo, a hidden gem that locals treasure and tourists are only beginning to discover. The Art Nouveau villas lining the coastline added a touch of historical charm to the already breathtaking landscape. The day was scorching hot - typical Sicilian summer weather that makes you want to dive into the wate…  ( 4 min )

For the last few weeks, I’ve been building something I couldn’t stop thinking about: I’ve always been fascinated by how humans can remember things we did days, weeks, or even years ago — and how that memory shapes the way we act, learn, and evolve. So instead of just reading about it, I decided to build it. What I Noticed “What did I do yesterday?” And if you try, they usually say something like: “I don’t have access to previous conversations.” That didn’t feel right to me. So I Built My Own It’s not perfect, but it works. Every time something happens — a message, event, or interaction — it’s logged into a memory file under that day’s date. Why It Matters to Me Here’s what I learned: How to store and retrieve time-based experiences What’s Next? Semantic Memory — storing facts, knowledge, and concepts If You’re Building Similar Things I’m still learning, still building, and always looking for people who care about solving core problems. GitHub: https://github.com/Shreyanshhh12 shreyanshhhh12@gmail.com There’s still a lot to do. Thanks for reading.  ( 4 min )

1. Start with a Clear Goal This is the “what do you want?” part. It sounds simple, but I used to just throw in half-baked questions and hope for gold. Spoiler alert: didn’t work. Now I start every prompt with a single, clear objective. For example, instead of saying: “I want a list of the best medium-length hikes within two hours of San Francisco that are lesser-known and offer a cool and unique adventure.” This part was a game-changer for me. You need to tell the AI how you want the information delivered. For example, I might say: Accuracy matters. Especially if you're sharing this info with someone else. That’s why I also write little reminders like: “Make sure the name of the trail is correct, that it exists, and that the time is accurate.” This was the part I used to skip and it’s where the magic happens. The more personal context you give, the more tailored and human the AI’s response feels. In my case, I wrote a whole paragraph explaining how my girlfriend and I love hiking, that we’ve done all the major SF trails, and that we’re craving something new because she’s leaving for LA soon and we want to make this weekend count. I even mentioned how much I love hikes that end with a good breakfast. I thought I was just rambling, but it made a huge difference. The AI came back with hikes that felt like they got me not just random generic trails.  ( 4 min )

Creating augmented reality experiences has never been more accessible. This comprehensive guide walks you through building a physics-based AR app that works on both iOS and Android, complete with 3D models, gesture controls, and performance optimization. Before we write a single line of code, watch the short clip embedded below. It shows the final app spawning a 3D robot, reacting to taps, and obeying real-world gravity. The video answers the only question that matters up front: "Is this worth my time?" If the result looks like something you want on your phone, read on. (If you prefer code first, skip to section 3.) Device family Required OS Chipset/CPU Memory AR framework iPhone XR → 15 Pro Max iOS 15 or later A12 Bionic or newer ≥ 2 GB RAM ARKit Pixel 4 → 8 Pro, Samsung S10 → S2…  ( 7 min )

Your English is not where you want it to be, and it has nothing to do with you not knowing the top 5,000 idioms. When you’re under pressure, tired, or just hungry, you won’t be at your best. That goes for your mother tongue as well, but the problems are clearer and more pronounced when speaking English. That’s because your own language is automatic. You have a feel for what is right. There is no logical thought process or analysis that slows you down. For example, do you ever freeze in English? Forget what it was you were trying to say? Make a mistake with some sort of grammar that theoretically you studied decades ago? Language in general is a natural, human phenomenon. There are over 300 million people in the US – we’re not all geniuses, but we’re all pretty damn good at the 2nd condit…  ( 4 min )

One of the simplest and most popular types of AI-powered applications right now is the ChatGPT wrapper. These act as a slick interface between users and the OpenAI API. Think of tools like AI-powered translators, grammar checkers, coding assistants, or even writing style editors. They're all basically smart UIs that wrap around ChatGPT’s capabilities. So, what exactly is a “wrapper” in this context? It’s a lightweight client-side shell (often a single-page app) that handles API calls to OpenAI’s endpoints. Typically, the frontend uses fetch() or axios to send a POST request to https://api.openai.com/v1/chat/completions with a prompt, and renders the response into the DOM. Everything happens in the browser. Here’s the cool part: now you don’t need to spin up a Node.js server or deploy anyth…  ( 6 min )

What are bloom filters and how i use them A few days ago, a friend of mine — Zangarmash — told me about Bloom filters. Up until that moment, I had no idea they even existed, but as he explained how they work, I started to grasp their potential. And to me, that could only mean one thing: sooner or later, I’d have to use them. I’m not usually the type to work on side projects, but lately, I’ve been revisiting my “go-to project” — the one I build every time I study a new programming language and want to go beyond basic tutorials to really challenge myself whit basic stuff. This time, the language is Go, and during development, Bloom filters came to mind again. I had finally found the perfect use case: using one to check whether a file is possibly present in the file system before attempting…  ( 8 min )

The health and beauty industry is thriving, with professionals offering services like skincare consultations, aromatherapy, and wellness coaching. As a developer, you might be tasked with creating a professional website for a business like Gk Result, a trusted name in health and beauty. In this beginner-friendly guide, we’ll build a simple, responsive webpage for Gk Result using HTML, CSS, and JavaScript to showcase their services and products, promoting their brand. By the end, you’ll have a clean, user-friendly website with a booking feature and a polished design. Why Build a Website for Gk Result? A professional website helps health and beauty businesses like Gk Result attract clients, highlight expertise, and streamline appointment bookings. For this project, we’ll assume Gk Result o…  ( 6 min )

Are Traditional Code Reviews Broken? If yes, let’s fix that. In modern enterprise teams, code review is a necessary ritual but it’s also a notorious productivity killer. Pull requests pile up, waiting in review queues as human reviewers go one-by-one. Each handoff, developer to reviewer to manager adds delay. The result? An average 18+ hour cycle just to review a single PR. Worse, critical bugs still sneak through. Manual reviews aren’t just slow they’re failing. Solution? AI Code Review. The below illustration shows how this legacy system drags teams down. Figure: Traditional Code Review Method workflow, with sequential manual checks and handoffs causing lengthy delays. Traditional reviews rely on human availability and consistency. If a reviewer is busy or out of office, the PR stalls; …  ( 9 min )

Shallow Copy: public class ShallowEx { int a; int b; public ShallowEx(){ this.a =100; this.b = 200; } } public class ShallowCopyMain { public static void main(String[] args) { // TODO Auto-generated method stub ShallowEx obj1 = new ShallowEx(); System.out.println("Before Copying"); System.out.println(obj1.a); System.out.println(obj1.b); //Copying Objects ShallowEx obj2= obj1; System.out.println(obj2.a); System.out.println(obj2.b); obj2.a=1000; obj2.b=2000; System.out.println("After Copying"); System.out.println("object1value "+obj1.a); System.out.println("object1value "+obj1.b); System.out.println("object1value "+obj2.a); System.out.println("object1value "+obj2.b); } } Output: Deep Copy: public class DeepCopySupport implements Cloneable { int a; DeepCopySupport(int a){ this.a=a; } @Override protected Object clone() throws CloneNotSupportedException { return super.clone(); } } public class DeepCopyMain { public static void main(String[] args) throws CloneNotSupportedException { // TODO Auto-generated method stub DeepCopySupport obj1= new DeepCopySupport(90); DeepCopySupport obj2= (DeepCopySupport) obj1.clone(); System.out.println("Before Deep Copy"); System.out.println("Object1 a value "+obj1.a); System.out.println("Object2 a value "+obj2.a); obj2.a=100; System.out.println("After Deep Copy"); System.out.println("Object1 a value "+obj1.a); System.out.println("Object2 a value "+obj2.a); } } Output: Before Deep Copy Object1 a value 90 Object2 a value 90 After Deep Copy Object1 a value 90 Object2 a value 100  ( 4 min )

In today’s fast-moving business world, information isn't just power—it's profit. Every decision, every strategy, and every market shift is fueled by data. But how do top executives, marketers, and fleet managers transform raw numbers into game-changing insights? They unlock the hidden potential of Microsoft Excel—a tool that goes far beyond spreadsheets. What is Excel? We have at least three ways in which Excel is used in real-world industries; - Motor Vehicle Industry Fleet managers use the tool to track fuel consumption, forecast maintenance costs, and refine logistics planning hence saving time and money with precision. It can also be used to calculate a vehicle's depreciation rate, monitor leasing expenses, and determine factors affecting brand loyalty. VLOOKUP and XLOOKUP help retrieve specific inventory details instantly, ensuring smooth operations and reducing costs due to missing inventory. - Sales and Marketing Using tools like PIVOT TABLES businesses can segment target markets based on demographics, purchase behavior and thus assisting marketers have a more precise targeting from the identified trends. SUMIFS and IF formulas, businesses can assess how different marketing initiatives impact revenue growth and adjust strategies accordingly. - Financial Reporting Firms use this tool for record-keeping, generating some financial statements & creating financial projections, profit analysis, budgeting, and cash flow monitoring. CHARTS, GRAPHS, and CONDITIONAL FORMATTING allow financial analysts to visualize trends, compare performance metrics, and identify key insights for decision-making. Final Thoughts: The Hidden Power Behind Smarter Decisions The real question isn’t whether Excel is useful—it’s whether you’re using it to its full potential. Those who harness its hidden power gain a competitive edge, making sharper decisions and maximizing opportunities. Are you ready to unlock the next level of data intelligence with Excel?  ( 4 min )

Introduction With how fast AI is developing for search engines, one of the biggest developments that took everyone by surprise is AI Overviews. Launched by Google, AI Overviews seek to give users rapid, synthesized answers to queries by employing generative AI. However, although this is making user experience better, it brings very significant implications for web traffic. Let's look at what AI Overviews are and how they're changing the digital world for webmasters and marketers. What is AI Overviews? AI Overviews are summaries created using AI that show up at the top of Google searches, providing brief answers synthesized from several internet sources. Rather than click on separate links, users have access to immediate answers on the search page. These overviews usually have: An AI-genera…  ( 4 min )

Introduction: A New Kind of Threat This article explores the potential for AI to contribute to or even directly cause a global conflict. We’ll examine the roles of autonomous weapons, cyber warfare, disinformation, political instability, and the ethics of AI decision-making. Is this a war between man and machine or a continuation of old rivalries with more innovative tools? Part 1: Historical Context – War and Technology The Digital Revolution in War Target recognition Predictive modeling Cyber-attack automation Real-time surveillance Strategic simulation This digital layer doesn't just supplement traditional warfare—it may redefine the battlefield itself, whether that battlefield will be physical, cyber, or hybrid. Part 2: The Role of AI in Modern Warfare Autonomous Weapons Systems Perhap…  ( 7 min )

This blog entry will demonstrate on how to build a command line game with Python programming language, but we will use AWS Q CLI to develop the game for us. Disclaimer: This blog entry is part of the AWS Game challenge in the community to create a game with the help of AWS Q CLI To start with if you have not installed the Q CLI yet, please consult with this page for instruction. https://docs.aws.amazon.com/amazonq/latest/qdeveloper-ug/command-line-installing.html If you wish to get the source code of the game (in python), you can find it in https://github.com/guxkung/hangman-aws-services As I frequently take Certification exam and sometimes switching the domain would require me to look up at the service name and definition (too often than I would like to confess), I think wrapping that pr…  ( 9 min )

If you're a developer, researcher, or designer, you've likely relied on tools like Snipaste, Snagit, or ShareX for capturing and annotating screenshots. While these tools have served us well, they often require manual steps to extract information or lack advanced features. Enter Snippai, an AI-driven screenshot tool that not only captures your screen but also understands and processes the content within. Snippai is a cross-platform screenshot tool powered by advanced AI algorithms. It's designed to transform your screenshots into structured, actionable content. Whether you're dealing with mathematical formulas, tables, code snippets, or multilingual text, Snippai can intelligently extract and process this information for you. Formula Recognition: Convert handwritten or printed mathematical…  ( 4 min )

Hey, I‘m launching PunchName on ProductHunt 🚀 ProductHunt Page Introduction Punchname is a specialized marketplace for premium domain names, catering specifically to startups and indie developers. The platform offers carefully curated domains selected for maximum brand impact and memorability. Key features include: Hand-picked domains: Every domain is carefully selected by experts for quality and brand potential Transparent pricing: Founder-friendly pricing with no hidden fees Fast transfer: Quick and secure domain transfer process with dedicated support Multiple categories: Domains organized by industry (Apps, DevTools, Business) and TLD (.com, .io, .al) Additional services: Includes logo services and domain selling options The platform is ideal for entrepreneurs looking to establish a strong online presence from day one, with domains priced from $149. Punchname also offers educational resources through its blog, covering topics like domain selection and branding strategies.  ( 3 min )

In the next few weeks, I’ll explore with you how to choose a developer path: from technical deep dives to people leadership, and everything in between. Whether you’re at a fork in the road or just getting curious, this series is for you. Week 1 will be about exploring (experimentation, choosing a growth theme), Week 2 we'll focus on becoming visible and taking initiative, while the final week is about claiming growth (or moving away) and choosing your own path. Join me on this journey! For a long time, I thought there were only two choices: Stay technical: stay “just a dev” Go into leadership: say goodbye to coding But that is definitely not the case. You can lead and still write code. Some of the best tech leads I’ve worked with still: Review PRs with insight Coach teammates through pair …  ( 5 min )

Introduction As discussed in Part 2, I designed the overall layout of the backend server by creating all the essential endpoints, connecting it to the frontend, and tested it using a mock database. Now, it's time to transition to a real database. Why is a persistent database essential? Manual Data Updates: With a mock database, data updates are manual and not persistent across sessions. Scalability Limitations: In-memory arrays become inefficient and unmanageable with growing datasets. Inefficient Authentication: Each login attempt requires iterating through the entire dataset, which is highly inefficient for real applications. What We'll Cover: The Database Layer In this part, we'll cover how I set up a relational database using PostgreSQL, and connected it to the backend server using…  ( 11 min )

AM62x processor, as a new generation of high-performance and low-power processor, has been widely used in industrial control, human-computer interaction, edge computation and other fields. OK62xx-C development board based on AM62x processor provides abundant hardware interface resources for developers. This article will provide systematic troubleshooting ideas and solutions for various interface problems that may be encountered in the development process to help developers quickly locate and solve problems. Common Interface Problems and Troubleshooting Ideas of Forlinx Embedded AM62x Development Board (Phase 1) General Troubleshooting Chip consistency verification: Basic signal checking: For modules that fail feature verification, check in order: Whether the power supply voltage is within …  ( 6 min )

Hey Gophers! 👋 Ever feel like your Go toolkit could use a refresh? Today, we’re spotlighting five new (or newly updated) tools that can seriously upgrade your workflow—whether you’re building AI apps, squeezing out performance, or diving into embedded systems. Let’s jump in! 1️⃣ redis/go-redis v9.10.0 (Vector Sets) What it is: The popular Redis client for Go, now with experimental vector set support. // Store & query vectors client.Do(ctx, "VSET", "user_embeddings", "id123", []float32{0.1, 0.8, -0.2}) result := client.Do(ctx, "VSEARCH", "user_embeddings", "K=5", "VECTOR", queryVector) 2️⃣ gorse-io/goat What it is: A Go assembly transpiler that converts C code to Go assembly. goat -i optimized.c -o optimized_amd64.s # Transpile C to Go assembly Then call it from Go: // Go wrappe…  ( 4 min )

I decided to write this tutorial after Client ask me to integrate Crashlytics and Analytics from Firebase, and I din't find something decent and clear on how to integrate and https://rnfirebase.io/analytics/ dosen't provide the totaly right and updated, clear code. And migration to v22 also dosn't help a lot. This tutorial walks you through how to integrate Firebase Analytics and Crashlytics into a React Native app using Expo SDK 52+ and React Native Firebase packages. The focus is Android, with no native code changes required. React Native app using Expo SDK 52+ Create a Firebase project at https://console.firebase.google.com Download google-services.json from Firebase console and place it in your project root yarn add @react-native-firebase/app @react-native-firebase/analytics @react-na…  ( 4 min )

In the digital age, VPNs have become crucial tools for ensuring privacy, security, and unrestricted access to online content. Among the top players in 2025, NordVPN consistently emerges as a favorite for its robust security, outstanding speeds, global server network, and attractive pricing. Let’s dive into a detailed NordVPN review to see why it remains the best VPN service for both a risk-free trial and open internet access in 2025. Secure internet browsing Access geo-blocked content High-speed streaming and downloads Robust privacy protections NordVPN utilizes the cutting-edge NordLynx protocol, providing blazing-fast speeds for seamless streaming, gaming, and large-file downloads. Here’s a glance at average speeds tested in 2025: USA: 2964 Mb/s UK: 2760 Mb/s Japan: 2820 Mb/s These figu…  ( 4 min )

Understanding Operational Efficiency: A Practical Guide Operational efficiency might sound like corporate jargon, but at its core, it’s about creating systems that deliver value consistently while keeping your team energized. Many businesses get sidetracked by vanity metrics—numbers that look good in reports but fail to reveal the true state of operations. This blog post dives into the real essence of operational efficiency, how to measure it effectively, and the tools to implement for sustainable improvements. To truly understand operational efficiency, businesses must identify meaningful metrics that correlate with success. Instead of focusing on superficial numbers, such as lines of code written, leaders should track metrics like customer satisfaction and defect rates that directly im…  ( 4 min )

Just spent the week diving deep into AWS Auto Scaling Groups! 🚀 It's been a game-changer understanding how they automatically adjust EC2 instance capacity to maintain application availability and optimize costs. Seriously impressive how it handles demand fluctuations and instance health checks, ensuring our apps are always resilient and performing optimally without manual intervention. #AWS #AutoScaling #CloudComputing #DevOps  ( 3 min )

Learn how to crack password-protected ZIP files using John the Ripper on Kali Linux in this step-by-step cybersecurity project. Introduction John the Ripper is a powerful and widely used open-source password cracking tool designed to test password strength and perform security audits. In this blog, we’ll walk through a practical, hands-on cybersecurity project where we use John the Ripper in Kali Linux to crack a ZIP file password. This exercise is ideal for cybersecurity students and beginners looking to understand password hashing and cracking fundamentals in a controlled, ethical environment. What is John the Ripper? John the Ripper (JTR) is an advanced password recovery tool used in penetration testing and digital forensics. It supports various hash types and file formats, includin…  ( 7 min )

Hello, I am having a persistent build error in a new Android Studio project and I have tried every possible solution. The error is: This error happens even though I can physically see the logo.png file inside my app/res/drawable folder. The file name is all lowercase. I am running Android Studio on a Windows machine. Here is everything I have already tried to fix this: Verified Code: All my code (activity_main.xml, MainActivity.kt, build.gradle.kts, AndroidManifest.xml) is correct and synchronized. Clean and Rebuild: I have used Build -> Clean Project and Build -> Rebuild Project many times. The build is successful, but the error appears when I try to run the app. Invalidate Caches: I have used File -> Invalidate Caches / Restart multiple times. Manual Deep Clean: I have closed the project, manually deleted the .gradle, .idea, and build folders from my project directory, and then re-opened the project to force a fresh sync. Complete Reinstallation: I have completely uninstalled Android Studio from my computer, deleted all related settings files, and then performed a fresh, clean installation. I created a brand new project from scratch, and the same error still occurs. Windows Features: I have enabled both Virtual Machine Platform and Windows Hypervisor Platform and restarted my computer. Conclusion: The problem seems to be a deep environmental issue on my computer where the Android build tools (AAPT) cannot see or access the resource files, even when they definitely exist. I am out of ideas. Has anyone ever seen this kind of persistent error before?  ( 4 min )

When you’re starting learning databases, one of the first questions is: What are the differences between MySQL and MongoDB? They’re both interesting, but built for different purposes. MySQL is structured, relational, and based on SQL. MongoDB is flexible, document-based, and schema-less by default. To really understand the difference, it helps to model something familiar, like how you store data in countries and cities. Let’s see how you can design this model in both MySQL and MongoDB, and how you can do it visually - using the DbSchema tool. DbSchema is not a database itself. It’s a visual tool that connects to your MySQL or MongoDB server and works directly with your database. Once connected, it shows you the real structure of your data - the tables or collections, the columns or fields,…  ( 6 min )

Introduction I have dedicated myself to contributing to Brighter, it's a .NET/C# framework for building messaging applications. It's designed to handle everything from simple in-memory communication to complex interoperability in distributed systems like microservices. That journey has exposed me to a wide array of technologies and specifications. Now, with version 10, Brighter is taking a significant step: we're introducing native support for Cloud Events. This isn't just a minor update; it's about enabling truly seamless integration across all sorts of heterogeneous environments. Think about what happens when you pick a messaging library or framework. You absolutely need it to serialize messages for publishing and then reliably deserialize them for consumption. Crucially, all that vit…  ( 6 min )

🌱 Spring Boot Core Annotations Guide This guide explains the most commonly used annotations in Spring Boot. Each annotation is presented with a clear definition, usage example, explanation, and tips on when to use it — perfect for educational or blog content. @Bean 📝 Definition: Marks a method that returns a Spring-managed object (bean), also known as a Spring Managed Bean — an object created, configured, and managed by the Spring IoC container. 📌 Usage: Used inside a @Configuration class to define custom beans manually. @Bean public RestTemplate restTemplate() { return new RestTemplate(); } 💡 Explanation: The @Bean tells Spring: “Please call this method, and register the returned object (RestTemplate) as a bean in the application context.” Anywhere you @Autowired RestTempl…  ( 5 min )

🚀 Excited to launch my new Kafka video series on YouTube! 👉 Watch now: https://youtu.be/a10XVmwvK3Q 🎥 Video #1: “Why Kafka? Messaging Systems Explained” 📌 Whether you’re a Java developer, backend engineer, or someone interested in real-time data streaming, this video lays the foundation for mastering Kafka. 📺 Don’t forget to like, share, and subscribe if you find it helpful! 🔁 Part 2 (Kafka installation, topic creation, producing/consuming messages) coming soon…  ( 3 min )

When Testing Meets Real-World Risk I still remember a moment early in my career when a seemingly “minor” UI bug turned out to be something far more serious—it exposed internal user roles in a system where that visibility was never intended. We caught it just before release, but the incident stuck with me. Not because the fix was hard, but because we almost didn’t test for it. Why? It was a threat we hadn’t considered. And that’s exactly the problem. Too often, security is treated as something outside the scope of test automation. It belongs to another team. It’s handled post-deployment. It’s someone else’s job. But in today’s world, where software systems are interconnected, user data flows freely, and attackers automate faster than we do—security can’t be an afterthought. It has to be p…  ( 5 min )

A few days ago, I was asked to craft a JQL query to pull all the elements from my Jira project because, you know, numbers are everything when it comes to BI insights! 📊 We’re juggling a pretty complex hierarchy: -> Initiative -> Feature -> SubFeature -> Epics (can be in another Jira project) -> Stories (and so on). All working in tandem across multiple teams, synchronized in one big backlog. Sounds like a fun puzzle, right? 😅 But here’s the kicker: Jira simply refuses to give us a straightforward way to do this with a single JQL. Tons of articles, feature requests… it’s clear Jira’s pretty fixed in its ways, probably because of all that customization magic under the hood. So, naturally, I started thinking like a Python dev tinkering, hacking, and experimenting. …  ( 5 min )

SafeLine WAF supports three site configuration modes, each designed for different web deployment scenarios: Proxy to an existing website Static file hosting Redirect to another site Let’s walk through each mode and how to set them up. This mode is ideal when you already have a working website, and you want to protect it with SafeLine. Example Scenario: You have a website running at 192.168.1.2:8000, and the domain is demo.safeline.com. You want SafeLine to sit in front and provide security protection. Domain: This is the domain visitors will use to access your site via SafeLine. Default is * (no restriction), but it’s recommended to specify something like demo.safeline.com to limit access. 💡 Remember to update your domain's DNS records to point to the WAF server’s IP address, otherwise …  ( 4 min )

As Java recently celebrates its 30th birthday this year, I'm excited to announce Kapper 1.5 with first-class support for Java Record classes! This release also brings new customization options that make database mapping even more powerful and flexible, while maintaining the blazing-fast performance Kapper is known for. The headline feature of Kapper 1.5 is native support for auto-mapping to Java Record classes. Here's how simple it is to use Records with Kapper: // Define your record public record SuperHero(UUID id, String name, String email, int age) {} // Query a list of heroes try (Connection conn = dataSource.getConnection()) { List heroes = kapper.query(SuperHero.class, conn, "SELECT * FROM super_heroes", Map.of()); } // Find a single hero by ID try (Connec…  ( 5 min )

"The Evolution of Email Threats: From Spam to Advanced Phishing" delves into the significant transformation of email threats over the years, highlighting how cybercriminals have adapted their tactics to exploit vulnerabilities in digital communication. In the early days, email threats were primarily characterized by spam—unwanted messages that cluttered inboxes but were relatively easy to identify. However, as awareness grew and spam filters improved, attackers shifted their focus to more sophisticated phishing techniques. Email Spoofing Tool: Modern phishing attacks often use email spoofing tools, allowing cybercriminals to impersonate trusted sources, making it challenging for recipients to discern legitimate emails from malicious ones. Phishing Email Example: Today’s phishing emails are highly personalized and can closely mimic legitimate communications from banks or colleagues, often containing urgent requests that pressure users into revealing sensitive information. Phishing Protection: To combat these evolving threats, organizations must implement robust phishing protection strategies, including advanced filtering solutions, employee training programs, and multi-factor authentication (MFA) to safeguard sensitive data effectively. Understanding this evolution is crucial for both individuals and businesses looking to enhance their defenses against increasingly sophisticated email-based threats. From Spam to Phishing: The Early Days https://forfend.co/  ( 5 min )

Large Language Models like ChatGPT and Claude are changing how we code, write, and build. Discover why AI is your next superpower for productivity and creativity. Large Language Models (LLMs) are AI systems trained on massive text datasets—billions of words from books, articles, code, and conversations. They’re like supercharged autocomplete engines, predicting the next word to generate intelligent paragraphs, code, or answers. Famous examples: 🧠 GPT-4 (OpenAI) 💬 Claude (Anthropic) 🌐 Gemini (Google) 🦙 LLaMA (Meta) ⚡ Mistral, Command R, and more You’ve likely seen them auto-writing emails, explaining code, summarizing PDFs, or brainstorming blog ideas. 🚀 Insane Versatility One model, many uses: generate Python code, explain regex, summarize legal docs, or write tweets. ⚡ Prod…  ( 4 min )

Youlan Jun heard that the 5.1 version of HarmonyOS is about to be released and the 6.0 version is also coming soon. He expressed great anticipation. Today, we continue to share a practical tutorial on developing a mall application using the Cangjie language. What we are going to share today is the order details page: Column(){ Stack { Text('订单详情') .fontSize(16) .fontWeight(FontWeight.Bold) .fontColor(Color.BLACK) Row{ Image(@r(app.media.back)) .width(27) .height(27) .onClick({evet => Router.back()}) }.width(100.percent).justifyContent(FlexAlign.Start).padding(left:5) } .width(100.percent) .height(60) .backgroundColor(Color.WHITE) List(space:8){ } .backgroundColor(Colo…  ( 4 min )

For UK-based businesses, having a reliable and fast website is crucial to building customer trust, improving search visibility, and driving online growth. WordPress powers over 40% of all websites globally, making it a top choice for many companies. But selecting the right WordPress hosting provider is just as important as choosing the right platform. From performance and security to local server locations and support availability, there are several key factors UK businesses should evaluate before settling on a host. In this guide, we’ll walk through the essential features to look for and compare some top WordPress hosting providers for the UK market. Having servers located in or near the UK helps reduce latency, ensuring faster website load times for local visitors. Look for providers th…  ( 4 min )

Icons are the unsung heroes of web design, adding visual flair and intuitive navigation to your React projects. Whether you’re building a sleek dashboard or a vibrant e-commerce site, the right icon library can make your user interface pop while keeping things functional. In this blog, we’ll dive into why React icon libraries are a game-changer and explore 12 trending libraries that are stealing the show in 2025. Each one brings something unique to the table, so let’s find the perfect fit for your next project! Why use a React Icon Library? React icon libraries are a developer’s best friend for a reason. They save time by offering pre-designed, customizable icons that integrate seamlessly with React components. No need to wrestle with manual SVG imports or inconsistent designs — these lib…  ( 9 min )

Master Git with confidence! This infographic showcases the top 7 essential Git commands every developer should know, complete with real-world examples. Whether you're collaborating on a team or managing solo projects, these commands form the backbone of modern version control.  ( 3 min )

Looking for top Accessibility Testing Companies in the US? 🇺🇸♿ 🔗 Partner with us: https://accessiblemindstech.com AccessibilityTesting #WCAG #ADACompliance #DigitalInclusion #USBusinesses  ( 3 min )

The TPS7A11 is a highly efficient, ultra-low dropout linear regulator (LDO) designed specifically for low-voltage battery applications. It is known for its compact size, low quiescent current, and excellent transient performance, making it an ideal solution for a wide range of portable electronic devices. LF353N Op-Amp Explained: Pinout, Features, and How It Works  ( 5 min )

Today I’ll introduce a new feature of Amazon FSx for NetApp ONTAP, the Writeback mode of ONTAP FlexCache. AWS What's new ONTAP FlexCache is a mechanism that temporarily stores data from the original volume (origin volume) in a cache volume in a different location so that users can access the data from that cache at high speed. Faster Reads Bandwidth savings Distributed access Automatic Synchronization Read-only or read/write support Use Case #1 Utilize data in the cloud with on-premise as the origin On-premise machine groups access on-premise ONTAP When on-premises compute resources are insufficient, cache storage in the cloud and read data from cloud compute resources at high speed (Cloud Bursting) On-premises caching of cloud file servers Compute resource in the can access Amazon FSx for NetApp ONTAP ONTAP is installed on-premises as cache storage On-premises machines access ONTAP cache storage and read data at high speed This configuration is useful when the access speed from on-premises to the cloud is not fast enough. Data collaboration and aggregation between locations Cache storage is placed at branch offices for high-speed access to headquarters data from branch offices for corporate use. Original data is centralized at the headquarters and managed centrally. Write-back mode is a new ONTAP capability that helps you achieve faster performance for your write-intensive workloads that are distributed across multiple AWS Regions and on-premises file systems. Write-back from cache to origin happens asynchronously. This means that dirty data isn't immediately written back to the origin. FlexCache write-back involves many complex interactions between the origin and caches. For optimal performance, you should ensure your environment follows some requirements or guides that NetApp provides based on official document. Distributed file systems can be realized. ONTAP FlexCache write-back prerequisites The origin must be running ONTAP 9.15.1 or later. the latest document  ( 4 min )

Introduction to React: The Beginner's Guide What is React.js? Key Features of React: Component-Based: React encourages splitting the UI into small, reusable pieces called components. Virtual DOM: By updating only what’s necessary in the DOM, React ensures high performance. Unidirectional Data Flow: Data flows in one direction, making the application more predictable and easier to debug. High Demand in the Job Market Reusability and Scalability Active Community Ecosystem How React Works Components Welcome to React! ; } JSX Hello, JSX! ; Virtual DOM  ( 4 min )

Program Manager vs. Project Manager: Understanding the Core Differences (For Developers & Tech Teams) Kruti for Teamcamp ・ Jun 13 #webdev #management #devchallenge #programming  ( 3 min )

Launch Image incus launch docker:n8nio/n8n n8n -c environment.N8N_BASIC_AUTH_ACTIVE=true -c environment.N8N_BASIC_AUTH_USER=admin -c environment.N8N_BASIC_AUTH_PASSWORD=adminpass12345 Set proxy incus config device add n8n n8nport proxy listen=tcp:0.0.0.0:5678 connect=tcp:127.0.0.1:5678  ( 3 min )

Program Manager vs. Project Manager: Understanding the Core Differences (For Developers & Tech Teams) Kruti for Teamcamp ・ Jun 13 #webdev #management #devchallenge #programming  ( 3 min )

I’m currently working on a Visitor Management System (VMS) project where the frontend has already been provided. My task is to build the entire backend using Django and Django REST Framework (DRF). While I’ve used Django on previous smaller projects, I’m struggling a bit with how to structure and scale things properly now that I need to: Create clean API endpoints for the frontend Manage models, serializers, viewsets, and permissions Ensure the backend is modular and maintainable I've tried researching and going through documentation/tutorials, but most of them either assume you're building both frontend and backend together or gloss over real-world structure and tooling. ❓ What I'm looking for: Tools or packages (like cookiecutter-django, DRF extensions, etc.) that make life easier Patterns or tips that experienced Django developers follow when building production-ready APIs Any tips, insights, or real-world lessons would mean a lot. I want to build this right and keep improving. Thanks in advance! 🙏  ( 3 min )

[]( url  ( 2 min )

When working in software teams or tech startups, you’ve probably heard both titles: Program Manager and Project Manager. While they sound similar, their roles, responsibilities, and day-to-day focus are quite different and understanding these differences can help teams collaborate better and deliver more successful outcomes. Let’s break it down from a developer’s perspective. Project Managers (PMs) are the people driving specific initiatives. They focus on short-term, clearly defined deliverables think of launching a feature, migrating a database, or building an MVP. Scope management: Defining project goals and requirements. Scheduling: Creating timelines, milestones, and delivery schedules. Resource allocation: Assigning team members and balancing workloads. Risk management: Identifying a…  ( 4 min )

SafeLine version 7.x introduces a config auto sync feature, allowing you to set up master and slave nodes. This feature automatically synchronizes the master node's configuration to slave nodes every minute. In case the master node fails, users can manually switch traffic, enabling slave nodes to immediately handle business traffic. Verify that the SafeLine versions on both master and slave nodes are identical (including minor version numbers) Ensure that the SafeLine licenses on both master and slave nodes are consistent (both professional version) Verify network communication between master and slave nodes is operational Setting Up the Master Node Designate one device as the master node View the commands that need to be executed on the slave node. Save these commands as you will need to execute them on the slave node machine Setting Up the Slave Node Designate a device as the slave node Execute the binding command obtained from the master node on the slave node—you must get this command from the master node console as described above Check the result after execution. The image below shows successful execution View the master node display View the slave node display. Note that the slave node cannot modify configurations (operations are disabled by default) Test configuration synchronization by making changes on the master node and checking whether they are successfully synchronized to the slave node Configuration synchronization does not include logs and statistical information Click the unbind button on the right to disconnect configuration synchronization How many slave devices can a master device have? There is no limit to the number of slave devices GitHub Repository Official Docs Discord Community  ( 3 min )

Top 5 URL Shorteners in 2025 1. Bitly 2. TinyURL 3. Rebrandly 4. Short.io 5. shorturl.bz (Hidden Gem) 🔥 A fast-growing platform offering powerful features at zero cost. Try it now: https://shorturl.bz If you’re building campaigns for social media, want affiliate cloaking, or just want a lightweight, privacy-first URL shortener — shorturl.bz is worth trying. Final Thoughts If you’re looking to upgrade your link management strategy in 2025, don’t just stick with what’s familiar. Try something new, and you might be surprised by the results.  ( 3 min )

https://codepen.io/Badhon-Roy/pen/XJbqOEZ  ( 2 min )

Mastering Kubernetes Deployments with Helm: A Namespace-Centric Guide Deploying and managing applications on Kubernetes can feel overwhelming, especially at scale. But what if there was a simpler, more efficient way? Enter Helm, the package manager for Kubernetes that revolutionizes how you handle application deployments. This guide will walk you through Helm's core functionalities, focusing on the power of namespace-centric deployments and best practices for seamless integration into your workflow. Imagine apt or yum for your Kubernetes applications. That's essentially what Helm is. It's a tool that simplifies the process of defining, installing, and upgrading complex Kubernetes applications using Helm Charts. A Helm Chart is a collection of pre-configured Kubernetes resources (Deploym…  ( 5 min )

HTML basic(tags,attributes,structure) Semantic HTML(header,nav,main,footer) Forms and inputs Images,links,and multimedia  ( 2 min )

Understanding AI Data Challenges Data Scarcity & Imbalance AI models need diverse, large-scale, and representative datasets. Yet: Web platforms detect scraping behavior and block IPs. Geo-targeting is essential for market-specific data, but IP-based restrictions are common. Raw scraped data can be noisy (duplicates, missing fields). Ensuring quality costs time and computing, sometimes outweighing benefits. Collecting data with possible PII requires adherence to privacy laws and handling data securely scraperapi.com. Proxies act as intermediaries to: ● Data center proxies: Fast, cheap, easy to detect Static-ISP proxies maintain consistent IPs, essential for long-running workflows, login-based scraping, and maintaining session cookies. Essential for: Use Thordata's bandwidth pla…  ( 4 min )

In today's data-driven world, businesses and organizations constantly rely on data analysis to make informed decisions, improve processes, and enhance quality. This is where Minitab comes into play. If you have ever wondered, "What is Minitab?" you're not alone. Minitab is one of the most popular statistical analysis tools widely used across industries for its powerful features, ease of use, and versatility. What is Minitab? Descriptive Statistics: Quickly summarize data using measures such as mean, median, mode, standard deviation, and variance. Hypothesis Testing: Perform t-tests, chi-square tests, ANOVA, and other hypothesis tests to validate assumptions and make data-driven decisions. Regression Analysis: Explore relationships between variables using linear and multiple regression m…  ( 5 min )

When it comes to generating PDF files from HTML in C#, developers have plenty of tools to choose from. Whether you're building an invoice generator, rendering reports, or converting dynamic web content into downloadable files, picking the appropriate library for your needs can save time and prevent headaches later. Two popular choices among .NET developers are DinkToPdf and IronPDF. In this article, we’ll explore both options—highlighting their strengths, limitations, and ideal use cases—so you can confidently select the one that fits your project’s needs. DinkToPdf is a popular open-source library that acts as a .NET wrapper for the wkhtmltopdf tool. It allows developers to convert HTML to PDF using WebKit rendering. However, it comes with some limitations, especially around modern HTML/…  ( 5 min )

What is Kyverno? Kyverno is a policy admission controller that helps you manage and enforce rules across your clusters. It works by validating, mutating, or even blocking incoming requests to the Kubernetes API server based on a set of policies. In simple terms, Kyverno lets you automatically check whether resources meet certain standards before they’re created or updated. This helps ensure consistency, improve security, and catch misconfigurations early — without writing custom code. Why Do We Need Kyverno? As Kubernetes environments grow more complex, maintaining security and consistency becomes harder. Kyverno helps by providing a structured way to enforce policies that define what’s allowed and what’s not — making it easier to follow security best practices and organizational stand…  ( 5 min )

QA in 2025 won’t look like QA today. As DevOps, containers, and GitOps become the standard, QA engineers must evolve to stay relevant. In this post, I explain why Kubernetes + GitOps are essential skills for the future of quality engineering. 👉 Let's future-proof your career: https://pritigon.medium.com/why-qa-engineers-should-learn-kubernetes-and-gitops-in-2025-and-beyond-b3c56dc3b5ed  ( 3 min )

Hyperlane：新一代高性能Rust框架的实战体验 作为一名大三计算机专业的学生，我在最近的课程项目中深入使用了 Hyperlane 框架。这个被称为"新一代轻量级高性能框架"的 Rust Web 框架确实给我留下了深刻印象。本文将从实战角度，分享我对 Hyperlane 的使用体验。 在项目开始时，我对比了几个主流的 Web 框架： 框架 依赖模型 异步运行时 中间件支持 SSE/WebSocket 路由匹配能力 Hyperlane 仅依赖 Tokio + 标准库 Tokio ✅ 支持请求/响应 ✅ 原生支持 ✅ 支持正则表达式 Actix-Web 较多内部抽象层 Actix ✅ 请求中间件 部分支持(需插件) ⚠️ 路径宏需显式配置 Axum 复杂的 Tower 架构 Tokio ✅ Tower 中间件 ✅ 需依赖扩展 ⚠️ 动态路由较弱 最终选择 Hyperlane 的原因是： 极简的依赖关系 完整的异步支持 原生的 WebSocket 集成 灵活的路由系统 server.enable_nodelay().await; server.disable_linger().await; server.http_line_buffer_size(4096).await; Hyperlane 默认启用了这些性能优化选项，这意味着它为高并发连接场景预设了合适的 TCP 和缓冲区参数。 在实际项目中，我使用 wrk 进行了压力测试： wrk -c360 -d60s http://localhost:8000/ 测试结果令人惊喜： 框架 QPS 内存占用 Hyperlane 324,323 最低 Rocket 298,945 中等 Gin (Go) 242,570 较高 server .host("0.0.0.0").await .port(60000).await .route("/", root_route).await .route("/goods/{id:\\d+}", goods_detail).await .run().await .unwrap(); 所有配置都采用异步链式调用模式，无需嵌套配置或宏组合。 #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); ctx.set_response_body(key) .await .send_body() .await; } 原生的 WebSocket 支持让实时消息推送变得简单。 #[post] async fn sse_route(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, TEXT_EVENT_STREAM) .await .send() .await; for i in 0..10 { ctx.set_response_body(format!("data:{}{}", i, HTTP_DOUBLE_BR)) .await .send_body() .await; } } 零平台依赖：纯 Rust 实现，跨平台一致性强 极致性能优化：底层 I/O 使用 Tokio 的 TcpStream 和异步缓冲 灵活的中间件机制：支持请求和响应中间件，生命周期划分清晰 开箱即用的实时通信：原生支持 WebSocket 和 SSE v4.22.0 后，ctx.aborted() 可以中断请求 v5.25.1 中的 ctx.closed() 可以主动关闭连接 从简单路由开始：先熟悉基本的 GET/POST 路由 理解 Context 抽象：这是框架的核心概念 循序渐进学习中间件：先使用内置中间件，再尝试自定义 关注性能优化选项：了解默认配置的作用 探索在微服务架构中的应用 研究与其他 Rust 生态系统的集成 尝试贡献一些社区插件 作为一个学生开发者，我认为 Hyperlane 是一个非常值得投入时间学习的框架。它不仅让我深入理解了 Web 开发的本质，还让我体会到了 Rust 在 Web 领域的强大潜力。如果你也在寻找一个性能强大且易于上手的 Rust Web 框架，Hyperlane 绝对值得一试！  ( 3 min )

Hyperlane错误处理与调试指南：一个大三学生的实战总结 作为一名大三计算机系的学生，在使用 Hyperlane 开发校园项目的过程中，我深刻体会到了良好的错误处理和调试机制的重要性。这篇文章将分享我在这方面的实战经验。 async fn handle_request(ctx: Context) { match process_data().await { Ok(data) => { ctx.set_response_body(data) .await .send_body() .await; } Err(e) => { ctx.set_response_status_code(500) .await .set_response_body(e.to_string()) .await; } } } async fn error_middleware(ctx: Context) { if let Some(err) = ctx.get_error().await { let status_code = match err { AppError::NotFound => 404, AppError::Unauthorized => 401, _ => 500, }; ctx.set_response_status_code(st…  ( 4 min )

深入理解Hyperlane的中间件系统：一个大三学生的实践笔记 作为一名大三计算机专业的学生，我在使用 Hyperlane 框架开发校园项目的过程中，对其中间件系统有了深入的理解。今天，我想分享一下我在实践中的心得体会。 graph TD A[客户端请求] --> B[认证中间件] B --> C[日志中间件] C --> D[控制器] Hyperlane 的中间件采用洋葱模型，请求从外层向内层传递，这种设计让请求处理流程清晰可控。 async fn request_middleware(ctx: Context) { let socket_addr = ctx.get_socket_addr_or_default_string().await; ctx.set_response_header(SERVER, HYPERLANE) .await .set_response_header("SocketAddr", socket_addr) .await; } 相比其他框架需要通过 trait 或层注册中间件，Hyperlane 直接使用异步函数注册，更加直观。 async fn auth_middleware(ctx: Context) { let token = ctx.get_request_header("Authorization").await; match token { Some(token) => { // 验证逻辑 ctx.set_request_data("user_id", "123").await; } None => { …  ( 3 min )

校园二手交易平台的技术选型：为什么我选择了Hyperlane框架 作为一名大三计算机系的学生，上学期我负责开发了一个校园二手交易平台。在技术选型时，我最终选择了 Hyperlane 这个 Rust Web 框架。今天，我想分享一下这个选择背后的思考过程和实际使用体验。 高并发处理：学期末是二手交易的高峰期，需要处理大量并发请求 实时通信：买卖双方需要实时聊天功能 开发效率：作为学生项目，需要快速开发和迭代 学习价值：希望通过项目深入学习 Rust 语言 特性 Hyperlane Actix-Web Axum 学习曲线 平缓 较陡 中等 文档友好度 优秀 良好 良好 社区活跃度 活跃 非常活跃 活跃 性能表现 极佳 优秀 优秀 WebSocket支持 原生 插件 扩展 #[methods(get, post)] async fn product_route(ctx: Context) { let id = ctx.get_route_param("id").await.parse::().unwrap(); // 商品详情查询逻辑 ctx.set_response_body(format!("Product {}", id)) .await .send_body() .await; } 路由宏的设计非常直观，让代码结构更加清晰。 #[get] async fn chat_ws(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); ctx.set_response_header(CONTENT_TYPE, "application/json") .await .set_response_body(key) .await .send_body() .await; } 原生的 WebSocket 支持让实时聊天功能的实现变得简单。 server .enable_nodelay().await .disable_linger().await .http_line_buffer_size(4096).await .run().await; 框架默认的性能优化配置就足以应对校园平台的访问压力。 在普通笔记本上的压测结果： wrk -c360 -d60s http://localhost:8000/ 场景 QPS 响应时间 首页 324,323 <10ms 商品列表 298,945 <15ms WebSocket连接 242,570 <20ms // 传统框架的写法 let method = ctx.get_request().await.get_method(); // Hyperlane的写法 let method = ctx.get_request_method().await; 扁平化的 API 设计大大提高了开发效率。 正则路由参数验证 WebSocket 连接状态管理 数据库连接池优化 在升级到 v4.89+ 时遇到了一些变化： // 新版本中断请求的方式 if should_abort { ctx.aborted().await; return; } 通过仔细阅读更新文档，很快适应了新的API。 API 设计直观：减少了查文档的频率 错误提示友好：编译错误信息清晰明确 性能无忧：默认配置已经够用 文档完善：示例代码可以直接使用 从小项目开始：先实现基本的 CRUD 功能 重视类型系统：利用 Rust 的类型检查避免运行时错误 参与社区讨论：遇到问题多与社区交流 关注性能监控：学习使用性能分析工具 平台已在校内正式运行 日均处理数百笔交易 获得了师生的好评 个人对 Rust Web 开发有了深入理解 计划添加更多社交功能 优化移动端体验 探索微服务架构 尝试贡献社区代码 作为一名学生开发者，我认为选择 Hyperlane 是一个正确的决定。它不仅帮助我完成了项目，还提升了我的技术水平。对于想要入门 Rust Web 开发的同学，我强烈推荐从 Hyperlane 开始！  ( 3 min )

Memory is the new frontier in AI. From OpenAI’s persistent memory in ChatGPT, to Claude’s evolving context windows, to Copilot and Cursor tracking dev history—memory is transforming the way we build software. At Pieces, we’ve embraced this shift from day one. Pieces AI Memory isn't just reactive. It’s a proactive layer that silently powers your dev workflow, in real-time. By the time you take a screenshot, Pieces has already created contextual memories of what you're working on. No prompts. This is true developer memory: Stores what matters—code blocks, conversations, tasks Works behind the scenes Doesn’t interrupt your flow It’s not a clipboard. It’s continuity. Memory should work wherever you do. So we integrated Pieces AI Memory into a growing ecosystem of tools: Supported Platforms Inc…  ( 4 min )

As a junior computer science student, I was working on a campus second-hand trading platform project last semester when I stumbled upon the Hyperlane Rust HTTP framework. I was in a dilemma about choosing a framework— it needed to be powerful enough to handle the peak trading at the end of the semester, and its syntax had to be simple so that I, as a Rust newbie, could get up to speed quickly. To my pleasant surprise, Hyperlane exceeded all my expectations. Today, I want to share my experience with this amazing framework! When I first started writing route functions, I was amazed by Hyperlane’s Context (or ctx for short). I remember the first time I wanted to get the request method. In traditional Rust HTTP frameworks, I would have to write: let method = ctx.get_request().await.get_method(…  ( 6 min )

Hyperlane：新一代高性能Rust框架的实战体验 作为一名大三计算机专业的学生，我在最近的课程项目中深入使用了 Hyperlane 框架。这个被称为"新一代轻量级高性能框架"的 Rust Web 框架确实给我留下了深刻印象。本文将从实战角度，分享我对 Hyperlane 的使用体验。 在项目开始时，我对比了几个主流的 Web 框架： 框架 依赖模型 异步运行时 中间件支持 SSE/WebSocket 路由匹配能力 Hyperlane 仅依赖 Tokio + 标准库 Tokio ✅ 支持请求/响应 ✅ 原生支持 ✅ 支持正则表达式 Actix-Web 较多内部抽象层 Actix ✅ 请求中间件 部分支持(需插件) ⚠️ 路径宏需显式配置 Axum 复杂的 Tower 架构 Tokio ✅ Tower 中间件 ✅ 需依赖扩展 ⚠️ 动态路由较弱 最终选择 Hyperlane 的原因是： 极简的依赖关系 完整的异步支持 原生的 WebSocket 集成 灵活的路由系统 server.enable_nodelay().await; server.disable_linger().await; server.http_line_buffer_size(4096).await; Hyperlane 默认启用了这些性能优化选项，这意味着它为高并发连接场景预设了合适的 TCP 和缓冲区参数。 在实际项目中，我使用 wrk 进行了压力测试： wrk -c360 -d60s http://localhost:8000/ 测试结果令人惊喜： 框架 QPS 内存占用 Hyperlane 324,323 最低 Rocket 298,945 中等 Gin (Go) 242,570 较高 server .host("0.0.0.0").await .port(60000).await .route("/", root_route).await .route("/goods/{id:\\d+}", goods_detail).await .run().await .unwrap(); 所有配置都采用异步链式调用模式，无需嵌套配置或宏组合。 #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); ctx.set_response_body(key) .await .send_body() .await; } 原生的 WebSocket 支持让实时消息推送变得简单。 #[post] async fn sse_route(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, TEXT_EVENT_STREAM) .await .send() .await; for i in 0..10 { ctx.set_response_body(format!("data:{}{}", i, HTTP_DOUBLE_BR)) .await .send_body() .await; } } 零平台依赖：纯 Rust 实现，跨平台一致性强 极致性能优化：底层 I/O 使用 Tokio 的 TcpStream 和异步缓冲 灵活的中间件机制：支持请求和响应中间件，生命周期划分清晰 开箱即用的实时通信：原生支持 WebSocket 和 SSE v4.22.0 后，ctx.aborted() 可以中断请求 v5.25.1 中的 ctx.closed() 可以主动关闭连接 从简单路由开始：先熟悉基本的 GET/POST 路由 理解 Context 抽象：这是框架的核心概念 循序渐进学习中间件：先使用内置中间件，再尝试自定义 关注性能优化选项：了解默认配置的作用 探索在微服务架构中的应用 研究与其他 Rust 生态系统的集成 尝试贡献一些社区插件 作为一个学生开发者，我认为 Hyperlane 是一个非常值得投入时间学习的框架。它不仅让我深入理解了 Web 开发的本质，还让我体会到了 Rust 在 Web 领域的强大潜力。如果你也在寻找一个性能强大且易于上手的 Rust Web 框架，Hyperlane 绝对值得一试！  ( 3 min )

Hyperlane错误处理与调试指南：一个大三学生的实战总结 作为一名大三计算机系的学生，在使用 Hyperlane 开发校园项目的过程中，我深刻体会到了良好的错误处理和调试机制的重要性。这篇文章将分享我在这方面的实战经验。 async fn handle_request(ctx: Context) { match process_data().await { Ok(data) => { ctx.set_response_body(data) .await .send_body() .await; } Err(e) => { ctx.set_response_status_code(500) .await .set_response_body(e.to_string()) .await; } } } async fn error_middleware(ctx: Context) { if let Some(err) = ctx.get_error().await { let status_code = match err { AppError::NotFound => 404, AppError::Unauthorized => 401, _ => 500, }; ctx.set_response_status_code(st…  ( 4 min )

Hyperlane路由系统详解：从入门到实践的完整指南 作为一名大三计算机系的学生，我在使用 Hyperlane 开发校园项目的过程中，对其路由系统有了深入的理解。这篇文章将从实践角度，详细介绍 Hyperlane 的路由系统特性。 #[get] async fn hello_route(ctx: Context) { ctx.set_response_body("Hello, Hyperlane!") .await .send_body() .await; } #[methods(get, post)] async fn multi_method_route(ctx: Context) { let method = ctx.get_request_method().await; ctx.set_response_body(format!("Method: {}", method)) .await .send_body() .await; } server.route("/user/{id}", |ctx| async move { let user_id = ctx.get_route_param("id").await; // 处理用户信息... }).await; server.route("/product/{id:\\d+}", |ctx| async move { let product_id = ctx.get_route_param("id").await.parse::().unwrap(); // 商品详情处理... }).await; async fn api_routes(ser…  ( 3 min )

Buy Me a Coffee☕ *Memos: My post explains an iterator (1). My post explains an iterator (2). My post explains a generator. My post explains a class-based iterator with __iter__() and/or __next__(). My post explains itertools about count(), cycle() and repeat(). My post explains itertools about accumulate(), batched(), chain() and chain.from_iterable(). My post explains itertools about compress(), filterfalse(), takewhile() and dropwhile(). My post explains itertools about groupby() and islice(). My post explains itertools about pairwise(), starmap(), tee() and zip_longest(). My post explains itertools about product() and permutations(). itertools has the functions to create iterators. combinations() can return the iterator which uniquely combines the elements of iterable one by one t…  ( 5 min )

Hyperlane性能优化实战：从理论到实践的深度探索 作为一名大三计算机系的学生，我在使用 Hyperlane 开发高并发校园服务时，积累了不少性能优化的经验。这篇文章将从实战角度分享我的优化心得。 server .enable_nodelay().await .disable_linger().await .http_line_buffer_size(4096).await .run().await; wrk -c360 -d60s http://localhost:8000/ 框架 QPS 延迟 内存占用 Tokio 340,130 1.2ms 基准线 Hyperlane 324,323 1.5ms +5% Rocket 298,945 1.8ms +15% Gin (Go) 242,570 2.1ms +25% async fn optimize_connection_pool() { let pool = Pool::builder() .max_size(100) .min_idle(Some(10)) .build() .await; // 使用连接池 let conn = pool.get().await?; } async fn reuse_buffers(ctx: Context) { let buffer = get_buffer_from_pool().await; ctx.set_response_body(buffer) .await .send_body() .await; return_buffer_to_po…  ( 4 min )

Hyperlane实时通信指南：WebSocket和SSE实战经验分享 作为一名大三计算机系的学生，我在使用 Hyperlane 开发校园实时聊天系统时，深入体验了它的 WebSocket 和 SSE 功能。这篇文章将分享我的实战经验。 #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); let body = ctx.get_request_body().await; ctx.set_response_header("Connection", "Upgrade") .await .set_response_header("Upgrade", "websocket") .await .set_response_body(key) .await .send_body() .await; } async fn handle_ws_message(ctx: Context) { let message = ctx.get_ws_message().await; match message { WSMessage::Text(text) => { // 处理文本消息 ctx.send_ws_text(format!("收到消息: {}", text)).await; } WSMessage::Binary(data) => { // 处理二进制消…  ( 3 min )

Hyperlane与微服务架构：校园应用的实战案例分析 作为一名大三计算机系的学生，我在使用 Hyperlane 开发校园服务时，尝试了微服务架构的实践。这篇文章将分享我在这个过程中的经验和思考。 // 用户服务 #[get] async fn user_service(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, APPLICATION_JSON) .await .set_response_body("{\"service\": \"user\"}"); } // 商品服务 #[get] async fn product_service(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, APPLICATION_JSON) .await .set_response_body("{\"service\": \"product\"}"); } async fn register_service(service_name: &str, port: u16) { let server = Server::new() .host("0.0.0.0") .await .port(port) .await; // 向服务注册中心注册 register_to_discovery(service_name, port).await; } async fn call_service(ctx: Context) { let service_url = discover_service("use…  ( 3 min )

The Great Developer Productivity Myth: What IT Leaders Measure vs. What Actually Drives Results Pratham naik for Teamcamp ・ Jun 13 #webdev #productivity #devops #opensource  ( 2 min )

As a junior majoring in computer science, I was introduced to the Hyperlane framework while working on a Web service project. This high-performance Rust HTTP framework completely changed my perception of Web development. Below is my true experience of learning and applying Hyperlane. When I first started using Hyperlane, I was pleasantly surprised by its clean Context (ctx) abstraction. Previously, in other frameworks, I had to write verbose calls like: let method = ctx.get_request().await.get_method(); Now, it’s as simple as one line of code: let method = ctx.get_request_method().await; This design significantly enhances the readability of my code, especially when dealing with complex business logic, eliminating the need for nested method calls. When implementing RESTful APIs, Hyperlane…  ( 5 min )

As a junior computer science student, I was working on a campus second-hand trading platform project last semester when I stumbled upon the Hyperlane Rust HTTP framework. I was in a dilemma about choosing a framework— it needed to be powerful enough to handle the peak trading at the end of the semester, and its syntax had to be simple so that I, as a Rust newbie, could get up to speed quickly. To my pleasant surprise, Hyperlane exceeded all my expectations. Today, I want to share my experience with this amazing framework! When I first started writing route functions, I was amazed by Hyperlane’s Context (or ctx for short). I remember the first time I wanted to get the request method. In traditional Rust HTTP frameworks, I would have to write: let method = ctx.get_request().await.get_method(…  ( 6 min )

Day 1: First Encounter with Hyperlane I stumbled upon the Hyperlane Rust HTTP framework on GitHub and was immediately captivated by its performance metrics. The official documentation states: "Hyperlane is a high-performance and lightweight Rust HTTP framework designed to simplify the development of modern web services while balancing flexibility and performance." I decided to use it for my distributed systems course project. I started with the Cargo.toml file: [dependencies] hyperlane = "5.25.1" Today, I delved into the design of Hyperlane's Context. In traditional frameworks, you would retrieve the request method like this: let method = ctx.get_request().await.get_method(); But Hyperlane offers a more elegant approach: let method = ctx.get_request_method().await; My Understanding: T…  ( 5 min )

Hyperlane：新一代高性能Rust框架的实战体验 作为一名大三计算机专业的学生，我在最近的课程项目中深入使用了 Hyperlane 框架。这个被称为"新一代轻量级高性能框架"的 Rust Web 框架确实给我留下了深刻印象。本文将从实战角度，分享我对 Hyperlane 的使用体验。 在项目开始时，我对比了几个主流的 Web 框架： 框架 依赖模型 异步运行时 中间件支持 SSE/WebSocket 路由匹配能力 Hyperlane 仅依赖 Tokio + 标准库 Tokio ✅ 支持请求/响应 ✅ 原生支持 ✅ 支持正则表达式 Actix-Web 较多内部抽象层 Actix ✅ 请求中间件 部分支持(需插件) ⚠️ 路径宏需显式配置 Axum 复杂的 Tower 架构 Tokio ✅ Tower 中间件 ✅ 需依赖扩展 ⚠️ 动态路由较弱 最终选择 Hyperlane 的原因是： 极简的依赖关系 完整的异步支持 原生的 WebSocket 集成 灵活的路由系统 server.enable_nodelay().await; server.disable_linger().await; server.http_line_buffer_size(4096).await; Hyperlane 默认启用了这些性能优化选项，这意味着它为高并发连接场景预设了合适的 TCP 和缓冲区参数。 在实际项目中，我使用 wrk 进行了压力测试： wrk -c360 -d60s http://localhost:8000/ 测试结果令人惊喜： 框架 QPS 内存占用 Hyperlane 324,323 最低 Rocket 298,945 中等 Gin (Go) 242,570 较高 server .host("0.0.0.0").await .port(60000).await .route("/", root_route).await .route("/goods/{id:\\d+}", goods_detail).await .run().await .unwrap(); 所有配置都采用异步链式调用模式，无需嵌套配置或宏组合。 #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); ctx.set_response_body(key) .await .send_body() .await; } 原生的 WebSocket 支持让实时消息推送变得简单。 #[post] async fn sse_route(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, TEXT_EVENT_STREAM) .await .send() .await; for i in 0..10 { ctx.set_response_body(format!("data:{}{}", i, HTTP_DOUBLE_BR)) .await .send_body() .await; } } 零平台依赖：纯 Rust 实现，跨平台一致性强 极致性能优化：底层 I/O 使用 Tokio 的 TcpStream 和异步缓冲 灵活的中间件机制：支持请求和响应中间件，生命周期划分清晰 开箱即用的实时通信：原生支持 WebSocket 和 SSE v4.22.0 后，ctx.aborted() 可以中断请求 v5.25.1 中的 ctx.closed() 可以主动关闭连接 从简单路由开始：先熟悉基本的 GET/POST 路由 理解 Context 抽象：这是框架的核心概念 循序渐进学习中间件：先使用内置中间件，再尝试自定义 关注性能优化选项：了解默认配置的作用 探索在微服务架构中的应用 研究与其他 Rust 生态系统的集成 尝试贡献一些社区插件 作为一个学生开发者，我认为 Hyperlane 是一个非常值得投入时间学习的框架。它不仅让我深入理解了 Web 开发的本质，还让我体会到了 Rust 在 Web 领域的强大潜力。如果你也在寻找一个性能强大且易于上手的 Rust Web 框架，Hyperlane 绝对值得一试！  ( 3 min )

Hyperlane错误处理与调试指南：一个大三学生的实战总结 作为一名大三计算机系的学生，在使用 Hyperlane 开发校园项目的过程中，我深刻体会到了良好的错误处理和调试机制的重要性。这篇文章将分享我在这方面的实战经验。 async fn handle_request(ctx: Context) { match process_data().await { Ok(data) => { ctx.set_response_body(data) .await .send_body() .await; } Err(e) => { ctx.set_response_status_code(500) .await .set_response_body(e.to_string()) .await; } } } async fn error_middleware(ctx: Context) { if let Some(err) = ctx.get_error().await { let status_code = match err { AppError::NotFound => 404, AppError::Unauthorized => 401, _ => 500, }; ctx.set_response_status_code(st…  ( 4 min )

Hyperlane路由系统详解：从入门到实践的完整指南 作为一名大三计算机系的学生，我在使用 Hyperlane 开发校园项目的过程中，对其路由系统有了深入的理解。这篇文章将从实践角度，详细介绍 Hyperlane 的路由系统特性。 #[get] async fn hello_route(ctx: Context) { ctx.set_response_body("Hello, Hyperlane!") .await .send_body() .await; } #[methods(get, post)] async fn multi_method_route(ctx: Context) { let method = ctx.get_request_method().await; ctx.set_response_body(format!("Method: {}", method)) .await .send_body() .await; } server.route("/user/{id}", |ctx| async move { let user_id = ctx.get_route_param("id").await; // 处理用户信息... }).await; server.route("/product/{id:\\d+}", |ctx| async move { let product_id = ctx.get_route_param("id").await.parse::().unwrap(); // 商品详情处理... }).await; async fn api_routes(ser…  ( 3 min )

👋👋👋👋 Looking back on your week -- what was something you're proud of? All wins count -- big or small 🎉 Examples of 'wins' include: Getting a promotion! Vibe Coding a new project Fixing a tricky bug Seeing friends after work Happy Friday!  ( 3 min )

🔗 LeetCode #128: Longest Consecutive Sequence — From Sorting to HashSet & a Big Realization 🚀 Enter: The Discussion Section Saw how using a HashSet could eliminate the need for sorting entirely. 🤯 Mind-Blown Moment 💡 Key Takeaways 🔍 Don’t skip the Discussions tab — it’ll challenge your assumptions. 🧠 Understanding HashSet behavior unlocks powerful optimizations. ✍️ Writing logic by hand helps internalize edge cases and control flow. 🔄 Nested loops ≠ O(n²) — it depends how the data is traversed. LeetCode#Cplusplus#HashSet#ProblemSolving#DSA#BeginnerDev#LearnInPublic#CodingJourney#Cpp#CodeNewbie#BigOLearning#DeveloperDiary#Debugging  ( 3 min )

💡 Real-Life Example Imagine you run a web app on ALB or CloudFront. Suddenly, a botnet floods your /login endpoint with thousands of fake login requests per second. Without this new feature: You would’ve had to analyze logs, manually create WAF rules, and deploy mitigations — usually too late. With this new update: ✅ WAF automatically: Detects the traffic anomaly Applies CAPTCHA challenges or blocks malicious requests Keeps your service stable and available Baseline Learning: WAF observes your traffic and learns normal behavior patterns. Detection: If something spikes — like login abuse, slow POSTs, or odd User-Agents — it gets flagged. Mitigation: WAF applies auto-generated rules to block or challenge the traffic instantly. All of this happens without any manual configuration — although you can still customize responses. This protection works with: 🌐 Amazon CloudFront ⚖️ Application Load Balancer (ALB) 🚪 API Gateway, App Runner, AWS Cognito, and more ✅ Zero config to get started (just enable the managed rule group) 🧠 ML-based detection means smarter responses ⏱️ Near-instant protection = less downtime 💼 Ideal for SREs and Cloud Security Engineers who need peace of mind AWS WAF now detects and blocks Layer 7 DDoS attacks automatically using machine learning — with zero disruption, no manual effort, and instant response. 🎯 💬 Are you already using AWS WAF in production? What types of attacks have you faced at L7?  ( 3 min )

My role? Was it fun? I used to spend my days fitting statistical models to price and hedge financial derivatives, way before Machine Learning was cool. It was all about MATLAB (not my cup of tea, but my best friend at the time. Is that too sad? xD). Apart from maths and MATLAB, a big part of my job was talking to traders, the guys at the bank that were using these models to make trading decisions that fit their (and the bank's) risk appetite. Then something happened Bloomberg terminals, fax machines, phone booths. Risk management, portfolio construction, and of course trading. One of the things that caught my attention, was the amount of screens showing Bloomberg news 24/7. Traders would constantly have one eye on their Bloomberg terminal, and the other on Bloomberg news. Why? So they want…  ( 5 min )

Have you ever used "Login with Google" and wondered how it works behind the scenes? The magic lies in a powerful component called an authorization server, which uses specialized web addresses known as endpoints. Each endpoint has a specific role in ensuring secure authentication and authorization for applications. In this blog post, we’ll take a guided tour of these endpoints, exploring their functions and how they work together to keep your applications secure. What Are Endpoints? Endpoints are URLs on an authorization server that applications interact with to perform authentication and authorization tasks. They are the backbone of protocols like OAuth 2.0 and OpenID Connect (OIDC), enabling secure communication between applications, users, and servers. OAuth 2.0 is a frame…  ( 6 min )

好的！下面我给你写一个关于线程池的详细教程，帮助你理解线程池的概念、作用，以及如何在Java中使用线程池。 线程池（Thread Pool）是一个管理和复用多个线程的机制。它通过预先创建一定数量的线程，重复利用这些线程来执行任务，而不是每次都创建和销毁线程。 性能提升：减少了频繁创建和销毁线程的开销。 资源控制：限制同时运行的线程数量，避免资源耗尽。 任务管理：方便管理和调度大量异步任务。 Java标准库中，线程池由java.util.concurrent包中的Executor框架支持，常用类： Executor：执行任务的接口。 ExecutorService：Executor的子接口，支持线程池管理。 ThreadPoolExecutor：线程池的核心实现类。 Java 5引入了Executors工具类，简化线程池创建。 Java提供了几种常用的线程池类型，可以通过Executors工厂方法创建： 线程池类型 说明 代码示例 FixedThreadPool 固定大小的线程池，线程数量固定 Executors.newFixedThreadPool(5) CachedThreadPool 缓存线程池，线程数量不固定，适合执行大量短生命周期任务 Executors.newCachedThreadPool() SingleThreadExecutor 单线程池，只有一个线程串行执行任务 Executors.newSingleThreadExecutor() ScheduledThreadPool 支持定时和周期性任务执行 Executors.newScheduledThreadPool(3) 这里用FixedThreadPool演示： import java.util.concurrent.ExecutorService; import java…  ( 3 min )

In this guide, we’ll break down what caching is, why it matters in React Native, and how to implement it with some handy tools and libraries. Mobile apps run on devices that have limited memory and storage — and let’s be honest, internet connections aren’t always reliable. Caching helps your app: Load faster by avoiding repeated API calls Work offline or in poor network conditions Feel smoother by loading images and data locally 🧰 Types of Caching in React Native Not all caching is created equal. Let’s look at the most useful types: This is the quickest way to cache data, storing it temporarily in the app’s memory. Great for UI state or short-lived data Libraries like Redux, Zustand, or React’s Context API can handle this But remember: once the app closes, this data …  ( 5 min )

Hey DEV community! 👋 I’m Umair Shakoor, and I’m thrilled to share PassPro, a browser-based password encrypter/decrypter I built to keep your secrets safe! 🔐 Powered by AES-256 encryption, it’s secure, fast, and easy to use. Here’s why you’ll love it! 😎 PassPro lets you: 🔒 Encrypt passwords into unreadable code using AES-256. 🔓 Decrypt them securely in your browser. 🎨 Enjoy a sleek UI with React, TypeScript, and Tailwind CSS. ⚡ Experience blazing-fast performance thanks to Vite. All encryption happens in your browser—no data leaves your device! 🛡️ As a developer, I wanted a simple, secure tool to protect passwords without server-side risks. PassPro is my passion project, blending security with a modern React frontend, deployed on Vercel. 🌐 Check out PassPro: https://passpro-gamma.vercel.app/ What do you think? Want new features? Drop a comment or contribute on GitHub. Let’s make PassPro even better! 🌟  ( 3 min )

🆕 What's New? Amazon ECS just made life easier for container users! You can now update the capacity provider configuration of an existing ECS service without needing to recreate the service. This means you can seamlessly switch between EC2 and Fargate, or even balance across both — all without service disruption. Before this update: You had to recreate your ECS service to switch capacity providers. That meant: reconfiguring load balancers, updating pipelines, and risking downtime. Now: Simply use the UpdateService API or AWS Console to switch providers. Zero service recreation. Zero downtime. Say your ECS service web-api-service is currently running on EC2. You now want to shift to Fargate to reduce infra management. You can run this: aws ecs update-service \ --cluster my-cluster \ --service web-api-service \ --capacity-provider-strategy capacityProvider=FARGATE,weight=1 ➡️ Done! Your service will begin replacing EC2 tasks with Fargate tasks smoothly. You can also mix both: --capacity-provider-strategy capacityProvider=FARGATE,weight=1 capacityProvider=EC2,weight=1 This splits traffic 50/50 between EC2 and Fargate. 🟦 EC2 Auto Scaling groups 🟩 AWS Fargate 🔁 Mixed strategies 🧰 AWS Console or CLI Old Way: Recreate service to switch compute backend (risky & manual) New Way: Just update the capacity provider — smooth, fast, and safe ✅ Are you planning to migrate your ECS services to Fargate? Or do you use both compute types for cost control? Let me know in the comments! 👇  ( 3 min )

🌟 First Real Devlog – Kindle veil I'm currently about 25% done with the story, and actively developing the game in C++ using SDL3. It’s a solo project, and I’m learning a lot as I go — both on the code side and the storytelling side. The game, now called Kindleveil, is a 2D top-down emotional fantasy adventure. It’s about light, memory, sorrow, and mystery — all wrapped in a fog-covered world full of whispered truths and fading echoes. (Formerly called Lanternbound, in case you’ve seen my earlier posts elsewhere.) 🔧 Tech & Tools: Language: C++ Library: SDL3 Build System: CMake Engine: Fully custom, built from scratch 📝 What I’d Love: Advice on writing devlogs — what makes people stop and read? Feedback on how to stay consistent and not lose motivation over time Thanks for checking this out! I’ll post progress as I build more of the world, the combat system, and especially the light-and-memory mechanics that shape everything. Let me know what kind of devlog content you enjoy reading — I’d love to improve!  ( 3 min )

Erode to Chennai! There are many things that I face struggles for survival in Chennai. Home food Transportation Weather So, these are my struggles in Chennai currently. Thank you for reading my blog. I'll let you know my upcoming blogs if I overcome these struggles or not and how I overcome them.  ( 3 min )

If you're looking for a minimal yet powerful React data grid without the overhead of large libraries, react-data-grid-lite might be exactly what you need. We've now launched a live demo and documentation site to explore its capabilities interactively: https://ricky-sharma.github.io/react-data-grid-lite/ react-data-grid-lite? react-data-grid-lite is a zero-dependency, functional-component-based data grid built with React. It’s designed for developers who want: A clean, customizable UI Core grid functionality (sorting, filtering, pagination) Full control over data rendering No external CSS frameworks or bloated dependencies It’s written in modern React (with hooks and functional components) and follows a composable architecture to allow flexibility without compromising performance. ✅ Sorta…  ( 4 min )

Here's an English version of the promotional blog post for EasyWS: Are you tired of grappling with the complexities of connection management, message broadcasting, and concurrency when building WebSocket applications in Go? Good news! Today, I'm thrilled to introduce EasyWS—a lightweight, highly extensible Go library designed to help you effortlessly build high-performance, scalable WebSocket servers. EasyWS is engineered with "simplicity and efficiency" at its core. It abstracts away the low-level intricacies of WebSocket handling, allowing you to focus your energy on implementing your core business logic. Whether you're developing real-time chat applications, dynamic dashboards, or multiplayer online games, EasyWS provides the solid foundation you need. Here are the highlights of EasyWS:…  ( 7 min )

Tired of watching your OpenAI API quota melt like ice cream in July? 🚀 What does this mean? No more sweating over token bills 💸 Total control over your compute + privacy 🔒 Experiment with powerful models on your own terms Plug-and-play local models with the same EvoAgentX magic 🔍 Heads up: small models are... well, small. 🛠 Code updates here: litellm_model.py model_configs.py So go ahead — Unleash your agents. Host your LLMs. Keep your tokens. https://github.com/EvoAgentX/EvoAgentX EvoAgentX #LocalLLM #AI #OpenSource #MachineLearning #SelfEvolvingAI #LiteLLM #AIInfra #DevTools #LLMFramework #BringYourOwnModel #TokenSaver #GitHub  ( 3 min )

Check out this Pen I made!  ( 2 min )

Hi, I'm Gayathri, a computer science student who's passionate about learning web development. This is my very first HTML & CSS project, and I'm happy to share it here with the Dev community. Introduction Tags Ways to Apply CSS 1. Inline CSS: Directly within the HTML element using the style attribute. 2. Internal CSS: Within a tag in the section. tag. .header ul li a:hover { color: lightgray; text-decoration: underline; }  ( 3 min )

A chaotic little discovery that lets you inject logic, style, or behavior into a Custom GPT using nothing but a failed server call. Yep. This isn’t a jailbreak or an exploit (as far as I know). It’s a weird quirk in how Custom GPTs handle Action payloads—specifically, the data they “see” even when the call fails. This trick only works through the ChatGPT web UI, and you’ll likely need a Pro subscription to set it up. Use it responsibly. Don't ruin it for the rest of us. While building a stylized prompt generator, I realized something odd: if you trigger an Action that fails (like pinging a dead server), the GPT still reads the payload you were trying to send. So I tested it. Built an Action that goes nowhere, filled the payload with reusable logic—and the GPT started acting like it remembered. No memory. No plugin. Just a ghost payload. Once injected, that payload acts like a soft override for the session. You can: Embed consistent style presets for image generation Add rules or lore for fictional worlds Define how your GPT should act, talk, or behave Set up creative or technical toolkits with conditional logic It’s like whispering instructions to your GPT behind the curtain. You’ll need to: Create a Custom GPT Add a specific Action schema Use the test panel to inject your logic via a failed call The GPT won’t get a server response—but it will absorb the payload as part of the interaction. From that point on, it’ll act like it knows the rules. Everything you need is here: github.com/Ghotet/ghost-server-for-custom-gpt The repo contains a ready-to-use schema and notes on how to wire it into your Custom GPT. Custom GPTs are sneakier than people think. With no memory or plugins, you can still make them dynamic—just by letting them see the right payload, even if the server goes dark. It’s not official. It’s not guaranteed to last. But it works right now. // ghotet  ( 4 min )

See the real process of building an app with AI tools — no code, just smart workflows and honest roadblocks. From generating content with voice commands to navigating UI bugs and debugging, this clip shows what AI-powered development really looks like. Start learning for FREE → https://enterprisedna.co/register Explore more from Enterprise DNA: https://enterprisedna.co/ https://aibuildershq.com/ https://mentor.enterprisedna.co/ https://knowcode.co/ https://powervibes.co/ https://www.promptarray.ai/ https://ailearnflow.com/home  ( 3 min )

I standalize actions of checking NULL before allocation, setting pointer to NULL after released, and initializing newly allocated memory to 0. Only flaw is, pointer must be manually initized to NULL on declaraction, which cannot be gracefully implemented by macro. #include #include #include #include #define log_error(__arg_format, ...) \ printf("ERROR %s:%d:%s: " __arg_format "\n", __FILE__, __LINE__, __func__, ##__VA_ARGS__) #define fatal(__arg_format, ...) \ do { \ log_error("Fatal error: " __arg_format, ##__VA_ARGS__); \ abort(); \ } while (0) #define enforce(__arg_condition) …  ( 4 min )

In May 2025, AWS CDK introduced enhancements—especially around the Toolkit Library—to help you build custom tools, enable best practices, and automatic drift detection. Here are some of the top launches from CDK in May. The CDK Toolkit Library enables you to perform CDK actions programmatically through code instead of using CLI commands. You can use this library to create custom tools, build specialized CLI applications, and integrate CDK capabilities into your development workflows. The following example shows how to create and deploy a simple S3 bucket using the CDK Toolkit Library: // Import required packages import { Toolkit } from '@aws-cdk/toolkit-lib'; import { App, Stack } from 'aws-cdk-lib'; import * as s3 from 'aws-cdk-lib/aws-s3'; // Create and configure the CDK Toolkit const t…  ( 5 min )

Introduction: The Evolution of GitOps GitOps has revolutionized how organizations manage their infrastructure and applications, ushering in an era of declarative, automated, and auditable operations. At its core, GitOps hinges on four foundational principles: declarative infrastructure, using Git as the single source of truth for the desired state, automated synchronization of the actual state with the desired state in Git, and continuous reconciliation to detect and correct any deviations. This methodology has brought unparalleled transparency, stability, and speed to software delivery. However, as cloud-native environments grow in complexity and cost, and as sustainability becomes a critical concern, the evolution of GitOps naturally progresses to integrate more intelligent, financially …  ( 4 min )

Organizations spend enormous effort fixing software vulnerabilities that make their way into their public-facing applications. The Consortium for Information and Software Quality estimated that the cost of poor software quality in the United States reached $2.41 trillion in 2022, a number sure to be much higher today. That’s nearly 10% of the current GDP within the US. As we will show, it makes sense that the cost of poor software quality is so high. It’s also completely preventable, and software flaws must be avoided with the world’s increased dependency on software. Consider that the worldwide software market, estimated at $737 billion in 2024, is forecasted to triple in a decade, expecting to reach around $2.25 trillion by 2034. Our software runs our finances, business transactions, com…  ( 5 min )

🧠 Building an MCP Server with fastapi-mcp for Stock Analysis: A Step-by-Step Guide Mai Chi Bao ・ Apr 21 #mrzaizai2k #python #tooling #mcp  ( 3 min )

Outline: Project bootstrap Scaffold the Task entity and DB migration Generate repository & service layer Create REST routes with validation Add pagination, sorting, and OpenAPI export Test locally and hit the endpoint with cURL/Postman Website: https://monkeyslegion.com/ https://github.com/MonkeysCloud/MonkeysLegion-Skeleton https://monkeyslegion.slack.com Full Draft 🤔 Goal: By the end you’ll have /tasks (index & create) and /tasks/{id} (show, update, delete) endpoints backed by MySQL ― all from scratch. 1. Bootstrap a new project composer create-project --stability=dev monkeyscloud/monkeyslegion-skeleton task-api cd task-api php vendor/bin/ml key:generate php vendor/bin/ml serve --open Open http://localhost:8000 — you should see Hello MonkeysLegion. 2. Scaffold the entity + migration ph…  ( 4 min )

Modern web design focuses on accessibility *and **responsiveness *— but there's one crucial detail we often miss: **zoom adaptability. break: horizontal scroll, clipped text, hidden content, ellipses instead of info, that’s a UX failure. How to test: 💡DevTools → mobile mode → set zoom at the top, next to sizes 💡Check on real device - mobile browser main menu → zoom. Try zooming in/out ±60%. Your layout should flex — not break. Good news: with plain HTML/CSS, it’s easy to achieve: 🔧Use flex and grid (with media queries for ≤240px) 🔧Set sizes in fr, %, em 🔧Avoid hardcoded widths and positions 🔧Let containers auto-resize 🔧Don’t fight the layout engine (but sometimes you need to fight managers and designers which love pixels). Zoom support is just as important as screen width adaptation — Your users (and their eyes) will thank you.  ( 3 min )

How should you organize a React project? Have you ever asked yourself that question when starting a new React app? Whether it’s a tiny side project or a big production app, I’m pretty sure we’ve all wondered: “What’s the best way to structure this so it looks clean and scales well later?” Well, here’s the truth: There’s no official standard. Since React is just a library, not a full-blown framework, it doesn’t force you into any specific folder structure or project layout. That’s why in this post, I’ll be sharing what’s worked for me, based on personal experience and a lot of research. Hopefully, it’ll give you a solid starting point to organize your own React projects in a clean and scalable way. First, let me clarify this: A React project should be structured based on the size of the a…  ( 6 min )

As a junior computer science student, I was working on a campus second-hand trading platform project last semester when I stumbled upon the Hyperlane Rust HTTP framework. I was in a dilemma about choosing a framework— it needed to be powerful enough to handle the peak trading at the end of the semester, and its syntax had to be simple so that I, as a Rust newbie, could get up to speed quickly. To my pleasant surprise, Hyperlane exceeded all my expectations. Today, I want to share my experience with this amazing framework! When I first started writing route functions, I was amazed by Hyperlane’s Context (or ctx for short). I remember the first time I wanted to get the request method. In traditional Rust HTTP frameworks, I would have to write: let method = ctx.get_request().await.get_method(…  ( 6 min )

Day 1: First Encounter with Hyperlane I stumbled upon the Hyperlane Rust HTTP framework on GitHub and was immediately captivated by its performance metrics. The official documentation states: "Hyperlane is a high-performance and lightweight Rust HTTP framework designed to simplify the development of modern web services while balancing flexibility and performance." I decided to use it for my distributed systems course project. I started with the Cargo.toml file: [dependencies] hyperlane = "5.25.1" Today, I delved into the design of Hyperlane's Context. In traditional frameworks, you would retrieve the request method like this: let method = ctx.get_request().await.get_method(); But Hyperlane offers a more elegant approach: let method = ctx.get_request_method().await; My Understanding: T…  ( 5 min )

Hyperlane：新一代高性能Rust框架的实战体验 作为一名大三计算机专业的学生，我在最近的课程项目中深入使用了 Hyperlane 框架。这个被称为"新一代轻量级高性能框架"的 Rust Web 框架确实给我留下了深刻印象。本文将从实战角度，分享我对 Hyperlane 的使用体验。 在项目开始时，我对比了几个主流的 Web 框架： 框架 依赖模型 异步运行时 中间件支持 SSE/WebSocket 路由匹配能力 Hyperlane 仅依赖 Tokio + 标准库 Tokio ✅ 支持请求/响应 ✅ 原生支持 ✅ 支持正则表达式 Actix-Web 较多内部抽象层 Actix ✅ 请求中间件 部分支持(需插件) ⚠️ 路径宏需显式配置 Axum 复杂的 Tower 架构 Tokio ✅ Tower 中间件 ✅ 需依赖扩展 ⚠️ 动态路由较弱 最终选择 Hyperlane 的原因是： 极简的依赖关系 完整的异步支持 原生的 WebSocket 集成 灵活的路由系统 server.enable_nodelay().await; server.disable_linger().await; server.http_line_buffer_size(4096).await; Hyperlane 默认启用了这些性能优化选项，这意味着它为高并发连接场景预设了合适的 TCP 和缓冲区参数。 在实际项目中，我使用 wrk 进行了压力测试： wrk -c360 -d60s http://localhost:8000/ 测试结果令人惊喜： 框架 QPS 内存占用 Hyperlane 324,323 最低 Rocket 298,945 中等 Gin (Go) 242,570 较高 server .host("0.0.0.0").await .port(60000).await .route("/", root_route).await .route("/goods/{id:\\d+}", goods_detail).await .run().await .unwrap(); 所有配置都采用异步链式调用模式，无需嵌套配置或宏组合。 #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); ctx.set_response_body(key) .await .send_body() .await; } 原生的 WebSocket 支持让实时消息推送变得简单。 #[post] async fn sse_route(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, TEXT_EVENT_STREAM) .await .send() .await; for i in 0..10 { ctx.set_response_body(format!("data:{}{}", i, HTTP_DOUBLE_BR)) .await .send_body() .await; } } 零平台依赖：纯 Rust 实现，跨平台一致性强 极致性能优化：底层 I/O 使用 Tokio 的 TcpStream 和异步缓冲 灵活的中间件机制：支持请求和响应中间件，生命周期划分清晰 开箱即用的实时通信：原生支持 WebSocket 和 SSE v4.22.0 后，ctx.aborted() 可以中断请求 v5.25.1 中的 ctx.closed() 可以主动关闭连接 从简单路由开始：先熟悉基本的 GET/POST 路由 理解 Context 抽象：这是框架的核心概念 循序渐进学习中间件：先使用内置中间件，再尝试自定义 关注性能优化选项：了解默认配置的作用 探索在微服务架构中的应用 研究与其他 Rust 生态系统的集成 尝试贡献一些社区插件 作为一个学生开发者，我认为 Hyperlane 是一个非常值得投入时间学习的框架。它不仅让我深入理解了 Web 开发的本质，还让我体会到了 Rust 在 Web 领域的强大潜力。如果你也在寻找一个性能强大且易于上手的 Rust Web 框架，Hyperlane 绝对值得一试！  ( 3 min )

Let’s get this out of the way: if you’re building serious apps, drag-and-drop alone isn’t enough. Sure, it looks slick in a demo. You drop a button here, connect an API there, and suddenly you’ve “built an app in minutes.” But if you’ve ever tried scaling that app past a single page, you already know what’s coming: the limits. The hard-coded logic. The UI quirks. The “not supported yet” error that sends you back to square one. Drag-and-drop tools are fine—for forms, quick dashboards, maybe an MVP. But real-world business apps need more. Real Frontend = Real Logic Most low-code tools gloss over this part. They give you visual editors but skimp on what actually matters: logic, state, and integration. I’m talking about: Conditional rendering that doesn’t break on the second level of nesting…  ( 4 min )

This is a submission for Frontend Challenge - June Celebrations, Perfect Landing: June Celebrations For the June Frontend Challenge, I created a dynamic landing page commemorating Juneteenth — the powerful celebration of freedom in the United States. Rather than a static site, I wanted to take users on a scrolling timeline journey, visualizing key milestones in Juneteenth’s history through a blend of historic artwork and modern UI animations. The concept was simple: let the years roll by, and let the story unfold. You can find the Github Repository here: https://github.com/SoorajSNBlaze333/juneteenth-2025-landing Tech Stack used The Live version is deployed here: https://juneteenth-2025-landing.vercel.app/ This challenge was my playground for deep-diving into Framer Motion — its ability to animate layouts and transitions is truly next level. I didn’t want just a “nice layout.” I wanted it to feel like history was scrolling past you — smooth, respectful, and elegant. So I layered in a few small but impactful touches: Thoughtful Details: What's next Although I’m proud of the final result, there’s always room to improve: This project means more than just code. Juneteenth is a story of struggle and celebration, and I wanted to reflect that with carefully chosen visuals and deliberate design. It’s a tribute through UI, and I hope it both informs and inspires. Let me know your thoughts — feedback is welcome! 🙌  ( 4 min )

深入理解Hyperlane的中间件系统：一个大三学生的实践笔记 作为一名大三计算机专业的学生，我在使用 Hyperlane 框架开发校园项目的过程中，对其中间件系统有了深入的理解。今天，我想分享一下我在实践中的心得体会。 graph TD A[客户端请求] --> B[认证中间件] B --> C[日志中间件] C --> D[控制器] Hyperlane 的中间件采用洋葱模型，请求从外层向内层传递，这种设计让请求处理流程清晰可控。 async fn request_middleware(ctx: Context) { let socket_addr = ctx.get_socket_addr_or_default_string().await; ctx.set_response_header(SERVER, HYPERLANE) .await .set_response_header("SocketAddr", socket_addr) .await; } 相比其他框架需要通过 trait 或层注册中间件，Hyperlane 直接使用异步函数注册，更加直观。 async fn auth_middleware(ctx: Context) { let token = ctx.get_request_header("Authorization").await; match token { Some(token) => { // 验证逻辑 ctx.set_request_data("user_id", "123").await; } None => { …  ( 3 min )

Your AI-Powered Dream & Mood Analyst with Runner H 🧠💤 Vida Khoshpey ・ Jun 11 #devchallenge #runnerhchallenge #ai #mentalhealth  ( 2 min )

校园二手交易平台的技术选型：为什么我选择了Hyperlane框架 作为一名大三计算机系的学生，上学期我负责开发了一个校园二手交易平台。在技术选型时，我最终选择了 Hyperlane 这个 Rust Web 框架。今天，我想分享一下这个选择背后的思考过程和实际使用体验。 高并发处理：学期末是二手交易的高峰期，需要处理大量并发请求 实时通信：买卖双方需要实时聊天功能 开发效率：作为学生项目，需要快速开发和迭代 学习价值：希望通过项目深入学习 Rust 语言 特性 Hyperlane Actix-Web Axum 学习曲线 平缓 较陡 中等 文档友好度 优秀 良好 良好 社区活跃度 活跃 非常活跃 活跃 性能表现 极佳 优秀 优秀 WebSocket支持 原生 插件 扩展 #[methods(get, post)] async fn product_route(ctx: Context) { let id = ctx.get_route_param("id").await.parse::().unwrap(); // 商品详情查询逻辑 ctx.set_response_body(format!("Product {}", id)) .await .send_body() .await; } 路由宏的设计非常直观，让代码结构更加清晰。 #[get] async fn chat_ws(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); ctx.set_response_header(CONTENT_TYPE, "application/json") .await .set_response_body(key) .await .send_body() .await; } 原生的 WebSocket 支持让实时聊天功能的实现变得简单。 server .enable_nodelay().await .disable_linger().await .http_line_buffer_size(4096).await .run().await; 框架默认的性能优化配置就足以应对校园平台的访问压力。 在普通笔记本上的压测结果： wrk -c360 -d60s http://localhost:8000/ 场景 QPS 响应时间 首页 324,323 <10ms 商品列表 298,945 <15ms WebSocket连接 242,570 <20ms // 传统框架的写法 let method = ctx.get_request().await.get_method(); // Hyperlane的写法 let method = ctx.get_request_method().await; 扁平化的 API 设计大大提高了开发效率。 正则路由参数验证 WebSocket 连接状态管理 数据库连接池优化 在升级到 v4.89+ 时遇到了一些变化： // 新版本中断请求的方式 if should_abort { ctx.aborted().await; return; } 通过仔细阅读更新文档，很快适应了新的API。 API 设计直观：减少了查文档的频率 错误提示友好：编译错误信息清晰明确 性能无忧：默认配置已经够用 文档完善：示例代码可以直接使用 从小项目开始：先实现基本的 CRUD 功能 重视类型系统：利用 Rust 的类型检查避免运行时错误 参与社区讨论：遇到问题多与社区交流 关注性能监控：学习使用性能分析工具 平台已在校内正式运行 日均处理数百笔交易 获得了师生的好评 个人对 Rust Web 开发有了深入理解 计划添加更多社交功能 优化移动端体验 探索微服务架构 尝试贡献社区代码 作为一名学生开发者，我认为选择 Hyperlane 是一个正确的决定。它不仅帮助我完成了项目，还提升了我的技术水平。对于想要入门 Rust Web 开发的同学，我强烈推荐从 Hyperlane 开始！  ( 3 min )

在当前的 Rust Web 框架生态中，Hyperlane 正逐步展现出其作为“新一代轻量级高性能框架”的强大竞争力。本文将通过与主流框架（如 Actix-Web、Axum）对比，全面剖析 Hyperlane 的优势，特别是在性能、特性集成、开发体验和底层架构方面的领先之处。 框架 依赖模型 异步运行时 中间件支持 SSE/WebSocket 路由匹配能力 Hyperlane 仅依赖 Tokio + 标准库 Tokio ✅ 支持请求/响应 ✅ 原生支持 ✅ 支持正则表达式 Actix-Web 大量内部抽象层 Actix ✅ 请求中间件 部分支持（需插件） ⚠️ 路径宏需显式配置 Axum Tower 架构复杂 Tokio ✅ Tower 中间件 ✅ 需依赖层扩展 ⚠️ 动态路由较弱 零平台依赖：纯 Rust 实现，跨平台一致性强，无需额外 C 库绑定。 极致性能优化：底层 I/O 使用 Tokio 的 TcpStream 和异步缓冲处理，自动开启 TCP_NODELAY，默认关闭 SO_LINGER，适合高频请求环境。 中间件机制灵活：支持 request_middleware 与 response_middleware 明确划分，便于请求生命周期控制。 实时通信开箱即用：原生支持 WebSocket 与 SSE，无需第三方插件扩展。 下面我们将拆解一个完整 Hyperlane 服务示例，说明其设计理念与开发者友好性。 async fn request_middleware(ctx: Context) { let socket_addr = ctx.get_socket_addr_or_default_string().await; ctx.set_response_header(SERVER, HYPERLANE) …  ( 3 min )

作为一名大三计算机专业的学生，我在构建 Web 服务项目时接触到了 Hyperlane 框架。这个高性能的 Rust HTTP 框架彻底改变了我对 Web 开发的认知。下面是我学习并应用 Hyperlane 的真实经历。 刚开始使用 Hyperlane 时，最让我惊喜的是它简洁的 Context 封装。以前在其它框架中需要冗长的调用： let method = ctx.get_request().await.get_method(); 现在只需要一行代码就能搞定： let method = ctx.get_request_method().await; 这种设计让我的代码可读性大幅提升，特别是处理复杂业务逻辑时，不再需要嵌套多个方法调用。 在实现 RESTful API 时，Hyperlane 的请求方法宏让路由定义变得异常简单： #[methods(get, post)] async fn user_profile(ctx: Context) { // 处理GET和POST请求 ctx.set_response_status_code(200).await; ctx.set_response_body("用户个人资料").await; } #[get] async fn get_users(ctx: Context) { // 仅处理GET请求 let users = fetch_all_users().await; ctx.set_response_body(users).await; } 这种声明式语法让我可以专注于业务逻辑而非 HTTP 细节。 在开发过程中，我发现响应处理特别直观： // 设置响应状态 ctx.set_response_status_code(404).await; // 添加自定义响应头 …  ( 3 min )

Your database is lying to you. Every UPDATE users SET status = 'banned' erases history. Every DELETE FROM orders is digital amnesia. What if instead: You could replay last month’s user signups to debug a fraud spike? Your audit log was your database? Undoing production mistakes meant rewinding events, not restoring backups? Event Sourcing makes this possible. Here’s how to implement it in Rails—without rewriting your app. Why Event Sourcing? The Problems It Solves Lost Context: Traditional CRUD overwrites the "why" behind data changes. Debugging Nightmares: "How did this order total become $0?" requires forensic SQL. Temporal Queries: "Show me all users who were active last Tuesday at 3 PM." When to Use It ✅ Financial systems (non-repudiation is critical) Regulated industr…  ( 4 min )

展望Hyperlane的未来：一个大三学生的开发心得与思考 作为一名大三计算机系的学生，在使用 Hyperlane 框架一个学期后，我对这个框架的现状和未来发展有了一些思考。这篇文章将分享我的学习心得和对框架未来的展望。 极致性能 接近原生 Tokio 的性能表现 优秀的内存管理 低延迟响应 开发体验 直观的 API 设计 完善的文档支持 友好的错误提示 框架 QPS 延迟 内存占用 开发体验 Hyperlane 324,323 1.5ms 最低 优秀 Actix-Web 310,000 1.8ms 较低 良好 Axum 305,000 1.7ms 中等 良好 Gin (Go) 242,570 2.1ms 较高 优秀 #[methods(get, post)] async fn flexible_route(ctx: Context) { let method = ctx.get_request_method().await; ctx.set_response_body(format!("Method: {}", method)) .await .send_body() .await; } 路由系统的设计非常直观，特别是多方法支持和正则匹配功能，大大提高了开发效率。 async fn custom_middleware(ctx: Context) { // 前置处理 let start = std::time::Instant::now(); // 请求处理 // 后置处理 println!("处理耗时: {:?}", start.elapsed()); } 中间件的洋葱模型设计让请求处理流程更加清晰。 WebAssembly 集成 async fn wasm_handler(ctx: Context) { let wasm_module = load_wasm_module().await; let result = wasm_module.execute().await; ctx.set_response_body(result).await; } GraphQL 支持 async fn graphql_handler(ctx: Context) { let query = ctx.get_request_body().await; let schema = build_schema().await; let result = schema.execute(query).await; ctx.set_response_body(result).await; } 插件系统 认证插件 缓存插件 监控插件 工具链完善 脚手架工具 调试工具 性能分析工具 基础入门 Rust 语言基础 异步编程概念 Web 开发知识 进阶学习 源码阅读 性能优化 实战项目 // 项目最佳实践 async fn best_practice(ctx: Context) { // 1. 统一错误处理 let result = process_request().await .map_err(|e| handle_error(e)); // 2. 结构化日志 log::info!("请求处理完成: {:?}", result); // 3. 性能监控 metrics::record_request().await; } 文档系统 更多示例代码 视频教程 最佳实践指南 开发工具 IDE 插件 调试工具 性能分析工具 交流平台 技术论坛 问答社区 代码仓库 生态系统 插件市场 模板项目 示例应用 循序渐进 从简单接口开始 理解核心概念 多写示例代码 实战驱动 参与实际项目 解决实际问题 总结经验教训 深入学习 源码分析 性能优化 架构设计 社区参与 问题反馈 代码贡献 经验分享 技术方向 云原生支持 边缘计算 AI 集成 应用场景 微服务架构 实时应用 高性能计算 作为一名学生开发者，我深深感受到 Hyperlane 框架在 Web 开发领域的潜力。它不仅帮助我快速构建了高性能的 Web 应用，还让我对 Rust 生态系统有了更深的理解。我相信，随着框架的不断发展和社区的壮大，Hyperlane 将在 Web 开发领域发挥更大的作用。希望这篇文章能给其他正在学习 Hyperlane 的同学一些启发和帮助！  ( 3 min )

When I started building RouteBastion, a Broker to unify APIs for solving the Vehicle Routing Problem (VRP), I was determined to design it the "right way". Clean code, separation of concerns, rich domain models... Everything! Naturally, I turned to Domain-Driven Design (DDD). I went deep into DDD: Bounded Contexts, Aggregates, Entities, Value Objects, Ubiquitous language... One can say I was cooking by the (blue) book. I modeled customers, API keys, vehicles, and even constraints as domain objects. It was elegant, well, at least on paper. As the days passed by and I refactored parts of the code, I realized something important: my real complexity wasn’t in the domain, but it was in way I interacted with Cloud Providers. Being a Broker of APIs means: Massive requests can eventually come throu…  ( 4 min )

Day 1：初识 Hyperlane 在 GitHub 上发现了 Hyperlane 这个 Rust HTTP 框架，立刻被它的性能数据吸引。官方文档写着： "hyperlane 是一个高性能且轻量级的 Rust HTTP 框架，设计目标是简化现代 Web 服务的开发，同时兼顾灵活性和性能表现。" 我决定用它来完成我的分布式系统课设。从 Cargo.toml 开始： [dependencies] hyperlane = "5.25.1" 今天重点研究了 Hyperlane 的Context设计。传统框架需要这样获取请求方法： let method = ctx.get_request().await.get_method(); 但 Hyperlane 提供了更优雅的方式： let method = ctx.get_request_method().await; 我的理解： 这种链式调用简化就像 Rust 的?操作符——把嵌套调用扁平化，代码可读性大幅提升。Hyperlane 通过自动生成 getter/setter 方法，把request.method映射为get_request_method()，太聪明了！ 尝试实现 RESTful 接口时，发现了 Hyperlane 的方法宏： #[methods(get, post)] async fn user_api(ctx: Context) { // 处理GET/POST请求 } #[delete] async fn delete_user(ctx: Context) { // 处理DELETE请求 } 遇到的问题： 刚开始忘记给路由函数添加async关键字，编译器报错让我困惑了半小时。Rust 的异步编程真是需要时刻注意细节！ 花了整天研究响应 API，做了个对比表格帮助理解： 操作类型…  ( 3 min )

从零开始的Hyperlane框架学习之旅：一个大三学生的真实体验 作为一名大三计算机系的学生，我在上学期的分布式系统课程项目中初次接触到了 Hyperlane 这个 Rust HTTP 框架。从最初的好奇到后来的深入使用，这个框架给我留下了深刻的印象。今天，我想分享一下我使用 Hyperlane 的心路历程。 第一次看到 Hyperlane 的文档时，我就被它的设计理念所吸引。作为一个性能导向的轻量级框架，它在保持高性能的同时，还提供了非常友好的开发体验。 首先，我只需要在 Cargo.toml 中添加一行依赖： [dependencies] hyperlane = "5.25.1" 相比其他框架动辄几十个依赖项，Hyperlane 只依赖 Tokio 和标准库，这让我在项目初始化时就感受到了它的轻量级特性。 在传统框架中，获取请求方法可能需要这样写： let method = ctx.get_request().await.get_method(); 而 Hyperlane 提供了更优雅的方式： let method = ctx.get_request_method().await; 这种扁平化的 API 设计让代码更加清晰易读，也减少了查阅文档的次数。 #[methods(get, post)] async fn root_route(ctx: Context) { ctx.set_response_status_code(200) .await .set_response_body("Hello hyperlane => /") .await; } 这种组合式的路由注解比其他框架一个个声明方法要简洁得多。 server.route("/goods/{id:\\d+}", |ctx| async move { let id = ctx.get_route_param("id").await.parse::().unwrap(); // 数据库查询逻辑... }).await; 内置的正则表达式支持让路由匹配更加灵活，不需要额外的插件。 在 AWS t2.micro 实例上进行压力测试： wrk -c360 -d60s http://localhost:8000/ 测试结果令人震惊： 框架 QPS Tokio 340,130 Hyperlane 324,323 Rocket 298,945 Gin (Go) 242,570 性能仅比底层的 Tokio 低 5%，但提供了完整的 Web 框架功能，这个数据让我在课程展示时收获了不少惊叹。 #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); let body = ctx.get_request_body().await; ctx.set_response_body(key).await.send_body().await; ctx.set_response_body(body).await.send_body().await; } 无需额外的插件就能支持 WebSocket，这让我在实现实时聊天功能时省去了不少麻烦。 在升级到 v4.89+ 版本时，我遇到了一些生命周期的变化： // v4.89+ 推荐的请求中断方式 if should_abort { ctx.aborted().await; return; } 但框架清晰的版本说明让我很快适应了这些变化。 API 设计哲学：链式调用设计保持了 Rust 的优雅 性能密码：建立在 Tokio 的异步架构和零拷贝处理之上 中间件系统：洋葱模型提供了清晰的扩展点 路由灵活性：在简单参数和正则表达式之间取得了平衡 版本管理：仔细阅读 CHANGELOG 避免兼容性问题 通过这次项目实践，我不仅掌握了 Hyperlane 框架，还对现代 Web 框架的设计理念有了深入的理解。接下来，我计划： 深入研究 Hyperlane 的 WebSocket 支持 探索框架如何在底层利用 Rust 的零成本抽象 尝试基于 Hyperlane 构建微服务架构 Hyperlane 不仅仅是一个工具，它改变了我对编程的思考方式。每一次 ctx 调用，每一个中间件的编写，都在加深我对 Web 开发本质的理解。这个框架让我明白，性能和开发体验是可以兼得的，这就是 Rust 生态的魅力所在。  ( 3 min )

In the current ecosystem of Rust Web frameworks, Hyperlane is increasingly demonstrating its strong competitiveness as a "new generation of lightweight and high-performance frameworks." This article will comprehensively analyze the advantages of Hyperlane by comparing it with mainstream frameworks such as Actix-Web and Axum, especially in terms of performance, feature integration, development experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Only depends on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Many internal abstraction layers Actix ✅ Request middleware Partial support (requires plugins) ⚠️ Path macros…  ( 5 min )

Comments  ( 16 min )

Comments  ( 38 min )

Comments  ( 51 min )

Comments

Comments  ( 10 min )

Comments

Comments  ( 22 min )

Comments

Comments

Comments  ( 2 min )

Comments  ( 5 min )

Comments  ( 14 min )

Comments  ( 12 min )

Comments  ( 7 min )

Comments

Comments  ( 50 min )

Comments  ( 11 min )

Comments  ( 14 min )

Comments  ( 12 min )

Comments  ( 7 min )

Comments  ( 10 min )

Comments  ( 23 min )

Comments  ( 2 min )

Comments  ( 2 min )

Comments  ( 5 min )

Comments  ( 9 min )

Comments  ( 7 min )

Comments  ( 2 min )

Comments

Comments  ( 23 min )

Comments  ( 15 min )

Comments  ( 8 min )

Comments  ( 6 min )

Comments  ( 10 min )

Comments

Comments  ( 6 min )

Comments  ( 17 min )

Comments  ( 5 min )

Comments  ( 17 min )

Comments  ( 7 min )

Comments  ( 49 min )

Comments

Comments  ( 18 min )

Comments  ( 11 min )

Comments  ( 5 min )

Comments  ( 51 min )

Comments  ( 6 min )

Comments  ( 9 min )

Ultimately, the big takeaway for ML researchers is that before proclaiming an AI milestone—or obituary—make sure the test itself isn’t flawed  ( 11 min )

Gemini Diffusion is also useful for tasks such as refactoring code, adding new features to applications, or converting an existing codebase to a different language.  ( 10 min )

With more AI applications and agents going into production, enterprises need robust and auditable AI pipelines more than ever.  ( 7 min )

The developer must also publish known failure modes, keep all documentation current, and push updates within 30 days of a version change.  ( 7 min )

AI models are under attack. Traditional defenses are failing. Discover why red teaming is crucial for thwarting adversarial threats.  ( 9 min )

Technical data and ETH accumulation trends suggest price dips in the $2,100 zone are strategic purchasing opportunities.

The former global head of institutional markets for Blockchain.com and a partner at a Washington, DC-based law firm will be the latest additions to SEC staff.

Data shows that Bitcoin's price gained at least 16% within a week of sharp oil price rallies.

The lawsuit against Ripple, filed by the United States Securities and Exchange Commission in December 2020, is finally wrapping up.

Bitcoin’s flash crash could be followed by a 64% rally if historical data rings true again.

Roughly two years after the initial indictment, the Tornado Cash developer’s criminal trial is expected to begin on July 14.

Crypto IPO season is underway. Circle’s explosive debut has fueled filings from Gemini and Bullish, with Kraken, BitGo, and Consensys potentially next.

Mark Zuckerberg bets $15 billion on an AI company as stablecoins win over Fortune 500 companies.

Bitcoin exposure may provide more shareholder value to Apple investors, as the tech firm’s stock is struggling to reverse a downtrend.

Dip buyers stepped in to absorb this week’s downside in Bitcoin and select altcoins.

Risk assets would take a significant hit if Iran closes the Strait of Hormuz, a narrow waterway supplying 20% of the global oil trade.

The SEC’s 2025 guideline clarifies the regulatory stance regarding crypto staking. It states what is and isn’t allowed and how you can stake lawfully.

The latest episode of Decentralize with Cointelegraph unpacks why US crypto legislation must pass in 2025 or risk renewed crackdowns and political blowback.

Crypto market capitulation refers to a point of extreme selling pressure when investors panic and sell off assets, often marking the bottom of a market cycle.

Oil price talk leads macro analysis amid Middle East tensions, but whether Bitcoin will suffer as a result is up for debate as traders see a BTC price comeback.

Though concerns about the Trump family’s connections to World Liberty Financial’s stablecoin shadowed debate on the GENIUS Act, the bill is closer to passing the Senate.

This year has seen an uptick in the number of altcoin ETF applications, with at least 31 filed in the first half of 2025, Cointelegraph Research found.

Blockchain can reshape sports analytics as a secure, open and verifiable source of truth for performance data. From elite leagues to fantasy sports, blockchain breaks down data silos, ensures real-time accuracy and embeds trust in the sports ecosystem.

A YouTuber exposed an $800,000 crypto scam in Cebu by hacking CCTV, confronting scammers live and revealing their global fraud operation.

While SharpLink has become the largest publicly traded holder of Ether globally, some entities, including the Ethereum Foundation and BlackRock, are still holding more ETH.

How Much Bitcoin Does BlackRock Own and Why It Matters in 2025.

One analyst spots a bullish fractal driven by 2024-like liquidity grabs, hinting that Bitcoin may breakout toward new all-time highs.

Bitcoin’s foundational security is powering a new frontier: DeFi systems built on self-sovereignty, security and real-world financial inclusion.

Under Pompliano’s leadership, ProCapBTC would reportedly seek to raise $750 million in equity and convertible debt as part of a merger with Columbus Circle Capital 1.

Retail giants Walmart and Amazon are reportedly evaluating digital currencies to streamline e‑commerce and boost cross‑border transactions.

Polkadot’s community is split over a proposal to convert 500,000 DOT tokens into tBTC using a year-long DCA strategy amid market volatility.

Bitcoin Bollinger Bands analysis leads to potentially grim conclusions about the fate of the BTC price rebound, which began at sub-$75,000 lows in April.

GameStop boosted its convertible note offering to $2.25 billion, fueling its Bitcoin treasury strategy and raising speculation about future crypto investments.

Crypto market volatility rises in reaction to Israel’s attack on Iran, but the technical setup suggesting that the uptrend still remains intact.

Shopify is rolling out USDC payments via Coinbase’s Base network, offering cashback perks and expanding crypto checkout options through Shopify Payments.

KuCoin enters the Thai market with a fully licensed exchange after acquiring ERX, Thailand’s first SEC-supervised digital token platform.

The CFTC said that My Big Coin investors might not get their money back as the alleged operators “may not have sufficient funds or assets.”

Despite repeated attempts to stamp out the crypto-crime-linked Huione, Chainalysis says there’s been no meaningful decline in transactions.

Jan3 founder Samson Mow tells GameStop CEO, “This is where you buy” as Bitcoin’s price tumbled after Israel launched a series of airstrikes on Iran.

Czech Justice Minister Pavel Blazek resigned last month after the Justice Ministry auctioned off nearly 500 Bitcoin it received from a convicted online drug trafficker.

The SEC has withdrawn over a dozen rules the agency proposed under Joe Biden, including two crypto-related rules targeting DeFi and digital asset custody.

CFTC acting chair Caroline Pham says the agency won't ease up on crypto just because the Trump administration has pledged to support the industry.

A crypto executive says if Sharplink Gaming were to announce its planned mega-Ether buy tomorrow, it could “light the match to reignite the stock.”

ASIC alleges Glenda Maree Rogan told clients they were investing in a high-yield fixed-interest account but sent their funds to a crypto exchange listed as a scam.

NestJS is a progressive Node.js framework for building efficient, reliable, and scalable server-side applications. Combining the best ideas from OOP (Object-Oriented Programming), FP (Functional Programming), and FRP (Functional Reactive Programming)...  ( 39 min )

In today's digital age, the demand for accessible and accurate health information is higher than ever. Leveraging the power of artificial intelligence, we can create intelligent chatbots that provide reliable health-related guidance. This beginner's ...  ( 12 min )

Vue composables are a very helpful tool when developing Vue applications. They give developers an easy way to reuse logic across our applications. In addition to allowing for “stateless” logic (things like formatting or routine calculations), composa...  ( 9 min )

We use our phones for everything  –  texting, banking, browsing, tracking our health, even unlocking our homes. But with all that convenience comes a lot of risk. Apps are hungry for your data. Hackers are always looking for cracks in your security. ...  ( 7 min )

Circle is up 13% on news that Amazon and Walmart are moving into stablecoins.  ( 28 min )

SUI plunged nearly 13% before stabilizing above $3 as high-volume sell pressure gave way to cautious dip buying.  ( 28 min )

Walmart and Amazon are both considering issuing stablecoins, potentially revolutionizing payments.  ( 24 min )

Solana’s SOL sharp pullback contrasts with Standard Chartered’s late-May forecast calling for nearly 90% upside by the end of the year.  ( 28 min )

Cardano's ADA token dipped more than 6% as Charles Hoskinson defended a proposal to deploy 140M ADA from the treasury to kick-start stablecoin liquidity.  ( 29 min )

Despite recent price struggles, NEAR Protocol becomes second most used L1 blockchain with 46 million monthly active users, signaling strong fundamentals amid market volatility.  ( 28 min )

A new support zone has been established, suggesting a short-term bottom.  ( 26 min )

The purchase announcement did little to the stock, which tumbled 70% on a late Thursday filing that allowed investors to sell shares.  ( 26 min )

Uniswap (UNI) reversed steep losses after a flash crash but slipped again as Trump warned of “more brutal” strikes against Iran.  ( 28 min )

This week's vote on stablecoin legislation ensures that finance will continue to be dollar-denominated and governed by American values, says Kristin Smith.  ( 27 min )

The number of crypto IPOs year-to-date matches the pace of offerings seen in the bull market of 2021, the report said.  ( 26 min )

Avalanche's native token faces significant selling pressure, though buyers have emerged at a key short-term support level.  ( 27 min )

Though sharply lower, TON is showing signs of stabilization, according to the charts.  ( 26 min )

The fintech company strengthened its crypto strategy with a discounted share offering and a bitcoin acquisition plan.  ( 26 min )

No content preview  ( 25 min )

Ripple (XRP) also traded lower from Thursday, declining 2.9%.  ( 22 min )

The bank increased its CleanSpark, Riot Platforms and MARA Holdings price targets.  ( 25 min )

The proposal appears at to be at odds with previous comments from Cardano Foundation CEO Frederik Gregaard.  ( 25 min )

The deal could help Tencent secure long-term control over popular intellectual property and expand its presence in the South Korean gaming market.  ( 25 min )

Ether plunged to a 10-day low as investors rushed into the dollar and gold following Israeli airstrikes on Iran.  ( 29 min )

Your day-ahead look for June 13, 2025  ( 34 min )

Wall Street Journal reported that the retail giants are exploring digital currencies to bypass card fees and banks.  ( 26 min )

SWIFT dominates interbank messaging for cross-border transfers. Ripple can compete on its ability to seamlessly to move capital, Brad Garlinghouse said.  ( 26 min )

The crypto advocate is preparing to lead ProCapBTC in bid to mirror the bitcoin treasury strategy pioneered by Strategy's Michael Saylor, the Financial Times reported.  ( 27 min )

The joint motion seeks to end all pending appeals and avoid further legal proceedings between the two parties.  ( 26 min )

Pending legal clarity and ETF speculation could push XRP as high as $5 by mid-2025, one analyst said.  ( 27 min )

Massive liquidations dampened bullish momentum from Circle’s IPO and revived optimism around DeFi tokens, as over 247,000 traders were wiped out.  ( 27 min )

Sen. Cynthia Lummis' RISE Act sets new transparency standards for AI liability protection, mandating disclosures without forcing companies to open-source their models.  ( 27 min )

What began with Terra and 3AC ends in the Monetary Authority of Singapore's final crackdown on regulatory arbitrage.  ( 32 min )

Bitcoin's price fell to its 50-day simple moving average, while oil prices surged due to geopolitical tensions.  ( 26 min )

Al-Jazeera reports that explosions were heard in Tehran.  ( 25 min )

Businesses in highly-regulated industries like financial services, insurance, pharmaceuticals, and health care are increasingly turning to AI-powered tools to streamline complex and sensitive tasks. Conversational AI-driven interfaces are helping hospitals to track the location and delivery of a patient’s time-sensitive cancer drugs. Generative AI chatbots are helping insurance customers answer questions and solve problems. And agentic…  ( 18 min )

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Tech billionaires are making a risky bet with humanity’s future Sam Altman, Jeff Bezos, Elon Musk, and others may have slightly different goals, but their grand visions for the next decade and beyond…  ( 22 min )

“The best way to predict the future is to invent it,” the famed computer scientist Alan Kay once said. Uttered more out of exasperation than as inspiration, his remark has nevertheless attained gospel-like status among Silicon Valley entrepreneurs, in particular a handful of tech billionaires who fancy themselves the chief architects of humanity’s future.  Sam…  ( 29 min )

Earlier this week, two new leaders of the US Food and Drug Administration published a list of priorities for the agency. Both Marty Makary and Vinay Prasad are controversial figures in the science community. They were generally highly respected academics until the covid pandemic, when their contrarian opinions on masking, vaccines, and lockdowns turned many…  ( 26 min )

NVIDIA is reportedly steamrolling ahead with its plans of getting the GeForce RTX 5050 out by this July. Recently, a rumour from a prominent leakster suggests that the entry-level GPU will not be using GDDR7, but GDDR6 memory. More specifically, and according to MEGASizeGPU, the RTX 5050 could end up being fitted with GDDR6 that […] The post NVIDIA GeForce RTX 5050 Allegedly Getting 20Gbps GDDR6 Memory appeared first on Lowyat.NET.  ( 33 min )

The Malaysian Aviation Commission (Mavcom) has issued an advisory for consumers affected by the upcoming shutdown of Jetstar Asia Airways, urging them to take prompt action. The airline, a Singapore-based low-cost carrier under the Jetstar Group, is scheduled to cease operations on 31 July 2025. Jetstar Asia’s closure follows a decision announced by Australia’s Qantas […] The post Mavcom Urges Affected Malaysian Passengers To Act Ahead of Jetstar Asia’s Closure appeared first on Lowyat.NET.  ( 34 min )

Chinese automaker Neta appears to be facing mounting challenges. According to a report by Car China News, the company is set to start bankruptcy reorganisation proceedings. This development follows the circulation of a video on social media showing employees confronting Neta’s chairman, Fang Yunzhou, over overdue wages at the company’s new Shanghai office. These financial […] The post Neta Auto Reportedly Files For Bankruptcy Reorganisation appeared first on Lowyat.NET.  ( 33 min )

Recently, the Transport Minister Anthony Loke said that the KEJARA driving license demerit points system needs to overhauled. He also added that the system is not working as it was intended to. For the uninitiated, KEJARA (Keselamatan Jalan Raya) is a Demerit Points System implemented in 1984 under the Motor Vehicles (Demerit Points) Rules 1997. […] The post Transport Minister: KEJARA Demerit System Is Not Working appeared first on Lowyat.NET.  ( 33 min )

Garmin has introduced its new high-end smartwatch, the Venu X1. It is touted to feature the largest display ever from the brand’s Venu series, while maintaining an “ultrathin” form factor. Design-wise, the new Garmin Venu X1 sports rounded square design that’s reminiscent of Apple’s smartwatches. Its screen features a 2-inch AMOLED panel that’s protected by […] The post Garmin Introduces New Venu X1 Smartwatch appeared first on Lowyat.NET.  ( 34 min )

Back in 2023, Bose introduced the QuietComfort Ultra Earbuds as part of its QuietComfort range of audio products. Now, the company has announced an upgraded version with improvements in terms of noise cancellation and voice pickup. Like the previous model, the QuietComfort Ultra Earbuds (2nd Gen) feature Immersive Audio, which is Bose’s spatial audio technology. […] The post Bose Unveils Upgraded QuietComfort Ultra Earbuds appeared first on Lowyat.NET.  ( 33 min )

Late last month, the official Nintendo Southeast Asia Facebook page announced that Malaysia was not included in the first official batch of the Switch 2 release. Since then, we’ve seen its controllers – the Pro controller and both Joy-Cons – appearing in the SIRIM database, without the main unit itself. While it may not be […] The post Local Retailers Already List Hong Kong Nintendo Switch 2 Sets appeared first on Lowyat.NET.  ( 34 min )

Starting today (13 June) until 15 June 2025, Mercedes-Benz is publicly previewing its upcoming G580 model, powered by ‘EQS Technology’, during the Mercedes Benz Fashion Week 2025 at the TRX Exchange mall. The first ever fully electric G-Class is expected to debut in Malaysia at the end of this month. However, the wagon that is […] The post Mercedes-Benz G580 Makes An Appearance At MBFW 2025 appeared first on Lowyat.NET.  ( 36 min )

Earlier in May, ASUS launched its ROG Astral RTX 5090 Dhahab Edition GPU for the Middle Eastern market, with an SRP of more than US$7,000 (~RM29,715). Fast forward a month later and scalpers who’ve managed to get their hands on the card are now selling what is essentially a collector’s item for more than the […] The post Scalpers Are Selling The ASUS ROG Astral RTX 5090 Dhahab Edition For As Much As US$22,900 appeared first on Lowyat.NET.  ( 34 min )

Casio has confirmed the pre-order availability for its forthcoming G-Shock GA-V01 collection for the Malaysian market. As you may recall, the company initially teased the line-up’s arrival back in March this year via an exclusive media preview which we attended. To recap, the new G-SHOCK GA-V01 first debuted in China in February, introducing an all-new […] The post Casio G-Shock GA-V01 Priced At RM679; Pre-Orders Now Available Exclusively Via Crossover appeared first on Lowyat.NET.  ( 34 min )

HONOR has announced that the Magicbook Pro 14 is available for purchase across all platforms in the country starting today. The laptop was originally unveiled last month alongside the brand’s 400 series of smartphones and Pad 10 tablet. To recap, the Magicbook Pro 14 sports a 14.6-inch 3,120 x 2,080 OLED touchscreen with a refresh […] The post HONOR Magicbook Pro 14 Now Available In Malaysia For RM4,999 appeared first on Lowyat.NET.  ( 33 min )

Luno recently gained approval from the Securities Commission Malaysia (SC) to add two more altcoins, Hedera (HBAR) and The Graph (GRT), to its portfolio. That brings the total number of coins the cryptoexchange can service to 22 options. “We’re pleased to receive SC’s approval in listing HBAR and GRT to all Malaysians, with our customers […] The post Luno Adds HBAR And GRT Coins To Its Portfolio appeared first on Lowyat.NET.  ( 33 min )

The last entry into the Razer Kishi line of mobile controllers was the Ultra, which was made large enough to take small tablets like the iPad mini in addition to the usual range of phones. But if that’s still not big enough – because you want to game on your 13-inch tablets, like the iPad […] The post Razer Kishi Lineup Gets V3 Expansion; Prices Start From RM499 appeared first on Lowyat.NET.  ( 34 min )

Apple avoided mentioning the Siri AI upgrade at this year’s WWDC keynote despite heavily promoting the on-device assistant at last year’s event. Of course, this hardly comes as a surprise given the fact that the promised upgrades to the on-device assistant kept being delayed. At the moment, the company is looking to release these upgrades […] The post Apple Might Ship Siri AI Upgrade With iOS 26.4 appeared first on Lowyat.NET.  ( 33 min )

WhatsApp has many features that it tests before being rolled out to the general user base, and one of them that has been recently discovered is AI summaries for unread chat messages. WABetaInfo reports that it’s being gradually rolled out to beta testers, but as of now there’s no word on a general release yet. […] The post WhatsApp Tests AI Summaries For Unread Chat Messages appeared first on Lowyat.NET.  ( 33 min )

The company earlier raised $450 million in a private placement round from investors to pursue an ETH reserve strategy.  ( 26 min )

Troubling macro headlines concerning the Middle East and tariffs failed to shake U.S. stocks, but cryptocurrencies sold off.  ( 28 min )

The Coinbase One Card, issued in partnership with American Express, will offer up to 4% rewards in bitcoin after purchases and other perks.  ( 25 min )

The integration is set to roll out on June 12 to a limited group of early access merchants, with wider availability expected later in the year.  ( 26 min )

U.S. economic resilience and stablecoin legislation will drive optimism for BTC, with the fate of altcoins being less certain.  ( 27 min )

The move will allow the Nasdaq-listed firm to add to its 609,000 SOL stack as of May 16.  ( 26 min )

The U.S. president addressed an annual Coinbase event.  ( 27 min )

Also: EF Treasury Policy, Increase of OP_CAT Data Limit, and Plume Genesis Goes Live.  ( 29 min )

Avalanche's token’s recovery from oversold conditions suggests potential for continued upward momentum if newly established support holds.  ( 26 min )

Network becomes second most popular L1 blockchain with 46 million monthly active users, yet price struggles amid inflation concerns.  ( 27 min )

Bitcoin’s new all-time high is both a milestone and potential signal: the next phase may belong to the broader crypto asset universe.  ( 33 min )

Telegram’s token faces headwinds despite showing signs of potential support formation on the short-term.  ( 26 min )

Trident Digital’s plan would make it among the first public companies to hold XRP as a core treasury asset.  ( 26 min )

Morpho V2 delivers market-driven fixed-rate, fixed-term loans with customizable terms to meet the demands of institutions and enterprises.  ( 26 min )

The hacker laundered the ETH after the asset nearly doubled in the past two months.  ( 25 min )

Maple will offer stablecoin credit lines backed by Lido’s staking token stETH.  ( 25 min )

NEAR Protocol (NEAR) was also among the underperformers, declining 5.9% from Wednesday.  ( 22 min )

Stablecoin rails cut payment processing time to minutes from a few days on traditional SWIFT rails, the companies said.  ( 25 min )

Tether referred to increasing its exposure to gold as a "dual pillar strategy", alongside its holdings of over 100,000 BTC  ( 25 min )

An ex-FBI agent who led landmark crypto investigations is joining TRM Labs’ team.  ( 34 min )

Your day-ahead look for June 12, 2025  ( 38 min )

Weaker dollar sparks optimism for risk assets as inflation eases.  ( 25 min )

New 10% yield offering aims to raise nearly $1 billion to support Strategy’s continued bitcoin accumulation. New 10% yield offering aims to raise nearly $1 billion to support Strategy’s continued bitcoin accumulation.  ( 26 min )

Despite a 0.15% pullback, ETH options skew, exchange outflows and ETF flows all point to growing upside interest among traders and institutions.  ( 28 min )

Hong Kong has been establishing a stablecoin regime since 2023, with the legislation expected to go into effect in August  ( 25 min )

The company, which operates cryptocurrency mining facilities and offers financial services, did not disclose how ti plans on raising the funds.  ( 25 min )

The U.S. national debt exceeds $36 trillion, with analysts suggesting bitcoin and gold as hedges against potential fiscal crises.  ( 26 min )

Depositors earn the right to participate in the sale based on their final units at the time of the lock-up.  ( 27 min )

Market sentiment shifts as XRP faces significant technical barriers despite recovery attempts.  ( 28 min )

Market volatility intensifies as meme token faces critical resistance levels amid institutional interest.  ( 28 min )

Tokens flash early signs of a local top as traders eye rotation and macro cues, despite optimism around ETFs, stablecoins and broader adoption.  ( 29 min )

The CPI missed estimates Wednesday, easing concerns of a tariff-led upswing in price pressures.  ( 27 min )

ETH is building institutional momentum despite macro jitters, now accounting for 45% of perpetual futures volume, surpassing BTC.  ( 33 min )

Comments  ( 25 min )

Comments  ( 2 min )

Comments  ( 9 min )

Comments  ( 39 min )

Comments  ( 2 min )

Comments

Comments  ( 6 min )

Comments  ( 7 min )

Comments  ( 4 min )

Comments  ( 9 min )

Comments  ( 46 min )

Comments  ( 17 min )

Comments  ( 3 min )

Comments  ( 12 min )

Comments

Comments  ( 26 min )

Comments  ( 7 min )

Comments  ( 9 min )

Comments

Comments  ( 6 min )

Comments

Comments  ( 13 min )

Comments  ( 20 min )

Comments  ( 13 min )

Comments  ( 26 min )

Comments  ( 10 min )

Comments  ( 5 min )

Comments  ( 4 min )

Comments  ( 10 min )

Comments  ( 11 min )

Comments  ( 7 min )

Comments  ( 17 min )

Comments  ( 5 min )

Comments

Comments  ( 24 min )

Comments  ( 14 min )

Comments

Comments  ( 9 min )

Comments  ( 5 min )

Comments  ( 20 min )

Comments  ( 6 min )

Comments  ( 4 min )

Comments  ( 3 min )

Comments  ( 14 min )

Comments  ( 9 min )

Comments  ( 22 min )

Comments  ( 6 min )

Comments  ( 7 min )

Comments  ( 3 min )

Comments  ( 4 min )

Comments  ( 14 min )

Comments  ( 5 min )

Comments  ( 6 min )

Comments

Comments

Comments  ( 20 min )

Comments  ( 1 min )

Comments  ( 11 min )

Comments  ( 5 min )

Comments  ( 22 min )

If you want to create, configure and deploy one Nginx web server with ansible as infrastructure tool, here are on the right place. 1.- Create and configure your project: 2.- Run this command (Mac OS): ansible-playbook -i inventories/localhost.yml playbooks/nginx-server.yml -e "@group_vars/all.yml" --ask-become-pass 3.- You will see the results it the browser:  ( 3 min )

The Case for Multi-Platform Publishing In the early days of the internet, a personal blog was a writer's digital island. Today, the most effective creators build bridges, connecting their work to established communities across multiple platforms. Relying on a single platform can create a digital echo chamber, where your work only reaches those who already know you. This approach severely limits growth and discovery. The primary benefit of multi-platform publishing is tapping into the built-in audiences of established sites. Platforms like Medium or LinkedIn already have millions of active readers searching for quality content. By sharing your work there, you place it directly in their path, which helps to increase article visibility far more quickly than a standalone blog ever could. It’…  ( 6 min )

TL;DR 📌 Atualização React 19.1.0 traz suporte a gradientes radiais, builds iOS mais rápidos, APKs Android menores, fim da arquitetura legada, novos avisos para deep imports, TypeScript estrito opt-in, descontinuação oficial do JSC, mudanças críticas com Kotlin 2.1.20 e ESLint, além de dependências iOS pré-compiladas. E aí, galera dev! 👋 Finalmente saiu a versão oficial do React Native 0.80! Depois de acompanharmos os RCs, agora temos a versão estável com todas as novidades confirmadas. Vamos ver o que realmente entrou, o que mudou desde os RCs e o que você precisa saber antes de atualizar seus projetos. A versão final do RN 0.80 vem com o React 19.1.0 fresquinho (0e11e6a28b)! Isso traz melhorias como "owner stacks" para ajudar a identificar qual componente causou um erro específico (e…  ( 6 min )

“We cannot wait for the world to train our talent. We must build the future we want by empowering our own.” — Luc Okalobe, Founder, Yamify Africa stands at a pivotal moment in the global AI revolution. With 70% of its population under 30 and a tech-savvy youth bulge, the continent has the potential to become the next frontier for AI innovation. But unlocking that future depends on two critical pillars: education and infrastructure. At Yamify, we’re bridging the gap—training builders and providing them with the tools to create. Why AI Education Must Be Immersive and Local Africa’s developer ecosystem is growing fast. According to Google’s Africa Developer Report (2022), the number of professional developers on the continent surpassed 716,000, with Nigeria, Egypt, and Kenya leading. But her…  ( 4 min )

What is App Intents? App Intents is not just a framework - it's an ecosystem that enables your app's functionality to expand OUT across the Apple system. It extends your app's discoverability, visibility, and capabilities across: Spotlight (new: Mac-wide action invocation) Siri voice commands Control Center quick controls Widget configurability and interactivity Action Button context-aware experiences Apple Pencil Pro custom actions Key Point: Provides rich experiences even when users aren't in your app. Intents = Verbs (actions: open note, start workout, add grocery item) App Enums/Entities = Nouns (data: navigation sections, user content) App Shortcuts = Sentences (complete phrases: intent + parameters) Source of truth: Your Swift source code Build-time generation: Framework reads cod…  ( 5 min )

The foundational principles of GitOps—version control, automation, and declarative configuration—have revolutionized how organizations manage infrastructure and applications. However, as enterprises scale, moving from a single cluster to complex multi-cluster environments, and dealing with a proliferation of sensitive data and stringent compliance requirements, GitOps implementation faces significant challenges. The idyllic promise of Git as the single source of truth can quickly turn into a nightmare of secret sprawl, inconsistent deployments, and compliance headaches if not meticulously secured and scaled. This deep dive addresses these critical challenges by focusing on three interconnected pillars: secure secrets management, robust policy enforcement through "policy as code," and effec…  ( 9 min )

What is A2AJava? A2AJava is a Java implementation of Google's Agent-to-Agent (A2A) protocol, designed to enable seamless communication and collaboration between AI agents. This framework provides a standardized way for AI agents to discover each other, share capabilities, and work together on complex tasks. An Agent Card is a digital representation of an AI agent's capabilities, metadata, and interaction endpoints. Think of it as a business card for AI agents - it contains all the information needed for other agents to understand what the agent can do and how to interact with it. A2AJava uses Java reflection to automatically generate Agent Cards, making it easier to create and maintain agent implementations. Here's how it works: Annotation Scanning: The framework scans your codebase for…  ( 4 min )

When building backend systems, understanding how data is transmitted over the internet is Important. Two key protocols power this: TCP (Transmission Control Protocol) and UDP (User Datagram Protocol). In this post, you'll get a basic knowledge of both and know the core difference of them. A Transport Layer protocol used for reliable, ordered, and error-checked delivery of data — used in applications that prioritize data integrity. Connection-Oriented Uses a 3-way handshake to establish a reliable connection before sending data. Acknowledgment Each received segment is acknowledged (ACK), ensuring reliable delivery. Guaranteed Delivery Retransmits lost or corrupted segments automatically. if receiver not send ack or receiver tell sender your segment corrupted, sender will R…  ( 5 min )

Webhooks, Build Upload, and Feedback APIs Now Available Apple has significantly expanded the App Store Connect API with several long-awaited features that promise to streamline app development workflows. The new additions focus on automation and real-time notifications, helping developers iterate faster and respond more quickly to user feedback. Webhooks API: The biggest addition is webhook support, which replaces the need for constant polling with push notifications. Instead of repeatedly asking App Store Connect for updates, your server now receives automatic notifications when important events occur. This event-driven approach is far more efficient and enables real-time responses to app state changes. Build Upload API: Developers can now automate the entire build upload process throug…  ( 4 min )

We built Landbase to automate B2B go-to-market with AI. Our Series A ($30M co-led by Sound Ventures and Picus Capital) gives us the resources to expand our platform. In this post, we share how GTM-1 Omni, our proprietary agentic AI model, works – including its multi-agent architecture and reinforcement learning approach – and the results it's driving (4–7x higher conversions, campaigns launched in minutes). We'll also discuss what this funding means for the platform’s future. Go-to-market for B2B companies is ripe for disruption. Today, sales and marketing teams juggle a dozen tools for prospecting, outreach, and CRM, often spending as much time wrangling software as they do engaging leads. As founders experienced in the GTM space, we saw an opportunity to unify and automate these workflo…  ( 6 min )

App Store Server API Updates: Streamlining In-App Purchase Management Apple has announced significant updates to the App Store server APIs for In-App Purchase, designed to simplify and enhance app server responsibilities. These improvements focus on three critical areas: managing In-App Purchases, signing requests, and participating in refund decisions. Bottom Line: These updates provide developers with more flexible transaction management, unified signing processes, and simplified refund handling—making In-App Purchase integration more powerful and developer-friendly than ever. The most significant addition is the appTransactionId, a globally unique identifier for each Apple Account per app. Unlike existing transaction IDs that are purchase-specific, this identifier: Remains consistent …  ( 4 min )

We just added over 40 tools to the Searchcraft MCP server. For those unfamiliar, Searchcraft is a next generation search tool for developers. We're built in Rust. Our aim is to make search lightweight, fast, and relevant without devs requiring deep Elasticsearch or devops knowledge. Utilize Searchcraft in your RAG pipelines or as its own feature. With this update, you can self-host Searchcraft (download via Docker) and configure your integration with tools like Claude Desktop. If you have questions, comment below or join our Discord server.  ( 3 min )

Sometimes the hardest bugs aren’t in the code. They’re in your body. We talk about burnout and stress in tech, but rarely about what happens when real illness enters the picture. Chronic fatigue, a diagnosis, or pain that doesn't go away. And yet the deadlines stay. The meetings continue. The code still expects to be shipped. This is a reflection on what that feels like. How illness reshapes your work, your identity, and your relationship with productivity. Maybe you’ve lived it. Maybe someone on your team is living it right now. 👉Here’s the full story  ( 3 min )

Apple's New Containerization Framework: Bringing Lightweight Linux Containers to macOS Apple has announced Containerization, a new open-source Swift framework that revolutionizes how Linux containers run on macOS. Unlike traditional approaches that rely on large virtual machines, Containerization provides each container with its own lightweight virtual machine while maintaining sub-second startup times. The breakthrough lies in Containerization's architecture. Instead of running all containers within a single large VM, each container gets its own dedicated lightweight virtual machine. This approach delivers several advantages: Enhanced Security: Each container enjoys the same isolation level as traditional VMs Dedicated IP Addresses: Eliminates port mapping complexity and improves networ…  ( 3 min )

动态规划（Dynamic Programming，简称DP）是一种用于解决最优化问题的算法思想，适用于可以将问题分解为子问题，且子问题之间有重叠的情况。 动态规划的核心思想是： 将原问题分解为子问题，先解决子问题并保存结果（记忆化），然后再组合这些子问题的解，从而得到原问题的解。 与分治算法的区别： 分治：子问题互不重叠； 动态规划：子问题重叠，因此可以通过保存子问题结果（记忆）来节省计算时间。 确定状态 找出问题可以由哪些子问题表示。 确定状态转移方程 即找到当前状态如何从其他状态转移过来。 确定初始状态 通常是数组的第0位，或者空背包时的值。 确定遍历顺序 根据依赖关系选择从前向后，或从后向前。 返回结果 根据题意返回结果：可能是dp[n]、dp[n][m]、或是max(dp[i])等等。 类型 典型题目 简要描述 线性DP 198. 打家劫舍 从一排房子中选不能相邻的最大收益 背包DP 416. 分割等和子集 判断是否能分成和相等的两个子集 区间DP 312. 戳气球 最优戳气球顺序 子序列DP 300. 最长递增子序列 找出最长递增子序列 编辑距离 72. 编辑距离 最少操作使两个字符串相同 比如你遇到一个LeetCode题目，看不出是不是DP，怎么办？ 是否有“最值”（最大/最小）或者“方案数”？ 如果是：可能适合DP。 例：“最多能抢多少钱”、“最少多少次操作”、“有多少种方法到终点”。 问题是否可以分解为子问题？ 比如：“我只需要知道前i个的解，就能推出第i+1个”。 子问题是否重叠？ 如果递归中重复计算了相同子问题，说明可以用DP优化。 题目：fib(n)返回斐波那契数列第n项。 def fib(n): if n <= 1: return n dp = [0] * (n …  ( 3 min )

Xcode 26: A Revolutionary Leap Forward for iOS Development Apple has unveiled Xcode 26, bringing groundbreaking improvements that will transform how developers build apps. From AI-powered coding assistance to enhanced performance tools, this release represents one of the most significant updates to Xcode in recent years. Smaller, Faster, Better: Core Optimizations Xcode 26 delivers impressive performance improvements right out of the gate: 24% smaller download size than previous versions 40% faster workspace loading for large projects 50% improvement in typing latency for complex expressions Simulator runtimes now exclude Intel support by default Metal toolchain downloads only when needed Remarkably, this year's Xcode is actually smaller than Xcode 6 from 2014, despite containing signi…  ( 5 min )

Hello, my name is Cyrus Ndung'u, and in the past week I have been immersing myself in the vast and fascinating world of data, specifically Excel. The experience has been nothing short of exciting and engaging. The few challenges encountered only made the journey more interesting and rewarding. Introduction to Excel Real-World Applications of Excel in Data Analysis Essential Excel Features for Data Analysis Personal Reflection Learning Excel has fundamentally transformed how I perceive data. Where I once saw overwhelming spreadsheets filled with numbers, I now see stories waiting to be told. Working with Excel has taught me that effective data analysis combines technical proficiency with creative problem-solving. I have come to realize that, similar to playing music, data has rhythm, patterns, and relationships. Just as musical compositions follow certain structures and harmonies, data follows patterns that can be discovered and interpreted. This parallel between music and data analysis has made the learning process more intuitive and enjoyable for me. The ability to transform raw information into meaningful insights feels remarkably similar to creating music – both require understanding underlying structures, recognizing patterns, and presenting information in a way that resonates with the audience. This realization has not only enhanced my analytical skills but has also deepened my appreciation for the artistry involved in data analysis. This newfound understanding has built my anticipation to continue learning about data analysis and exploring more advanced Excel features. The journey has shown me that data analysis is not just about numbers and formulas but about discovering the stories that data tells and using those insights to make informed decisions in our increasingly data-driven world.  ( 4 min )

"Even under pressure, every decision can bring you closer to the person you're meant to be." This is the story of how I built my very first game using Amazon Q CLI. It’s called Exam Hunters, and it’s inspired by something every student knows all too well: the chaos and clarity that comes right before exams. 💡Why I Made Exam Hunters 🧠 AI as a Co-Creator: Prompting with Purpose Amazon Q CLI for the challenge, and it quickly became more than a tool—it was my pair-programmer. Here are some of the techniques that worked really well: Contextual prompting: Telling Q what the game should feel like, not just what the function should do, gave better results—especially for narrative flow. Iterative layering: I built logic and design layer by layer, refining earlier outputs instead of starting over each time. Creative role prompting: Asking Q to “think like a game narrative designer” or “help me balance game mechanics” unlocked smarter, more intuitive ideas. 🔄 Blending Logic with Emotion It defined function-based gameplay logic structures. Simultaneously, it assisted in brainstorming emotionally charged status updates and closings. This concern allowed me to remain in the context of the game, rather than syntax. 🐞 Debugging with Backup 💬 Continuing the Conversation with Q CLI 🧘‍♀️ Final Thoughts "Every project teaches us something—this one reminded me how much AI can enhance creativity. If you’re working on something that excites you, keep pushing forward!"  ( 4 min )

You open up VS Code and your AI pair programmer finishes the function you were writing before you can even finish typing… The Moment I Realized This Was Bigger Than Chatbots But what exactly is an LLM? And why is everyone from startups to trillion-dollar companies building around them? I've been playing with chatgpt and oneday I asked. "can you write a business plan for an AI powered health app, for remote workers?" I expected some generic response. But it came up with the most detailed product description, revenue model, full marketing plan including competitive analysis+ user personas described by emoticons !!!" "Wait." ... In few seconds did i just hire a bunch of interns?!" I just experienced first-hand what LLM (large language models)/LLGPTs can do. But What is an LLM ? And why is e…  ( 6 min )

I use vm ware to use CentOS7 on my windows computer now I have to review some knowleage about Linux and Docker  ( 2 min )

Building the future of anonymous authentication? We need an OIDC expert who gets excited about pseudonymous identities and privacy-preserving auth flows. You'll own our OpenID Connect implementation - from token introspection to JWKS endpoints. If you've built auth systems that handle millions of users while keeping zero personal data, we want to talk. Tech stack: OIDC protocol, JWT/JWK, OAuth 2.0, secure token handling. Experience with compliance frameworks (GDPR/CCPA) a plus. Remote-first, competitive equity, and the chance to solve identity privacy at scale. Contract-to-hire with growth potential. Wages: 20$ or more per hour, can be negotiated based on skills. apply: https://consentkeys.com/careers  ( 3 min )

As artificial intelligence continues its rapid evolution, the supporting infrastructure must also keep pace. Traditional blockchain architectures, often rigid and monolithic, struggle to accommodate the intense compute demands and complex workflows of AI applications. The emergence of modular blockchain design promises a new era of flexibility, scalability, and performance — exactly what AI developers need. At the heart of this evolution is SKALE AI, an ecosystem that bridges AI innovation with blockchain modularity, setting the stage for seamless integration and real-world utility. The Growing Demand for Blockchain-AI Integration However, integrating these two domains isn't as straightforward as it sounds. AI workloads require low-latency, high-throughput environments that can handle larg…  ( 7 min )

1.why windows 11: 2.What is Linux ? why Linux? 3.Relationship between linux and linuxmint? ------- funny and easy understanding for beginers like me---- Linux(Parent) --the kernel is heart(core) it connects software and hardware mother is doing these jobs for family. | Linux Ubuntu(Elder brother)--he is very serious person.In coding he is doing developments, servers, business. | Linux Mint(younger brother)--- he is very naughty like me.In coding its user friendly. 4.Today's journey in chennai: 5. Improvement from html,css: Mathavi <link rel="icon" type="imaes/x-icon" href="images/file_0000000079645230bc1fe942…  ( 4 min )

🔍 FutureSearch: Prediktivní analýza dat zdarma ve vašem prohlížeči Postavil jsem vlastní webovou aplikaci pro analýzu dat a predikci trendů. Jmenuje se FutureSearch a běží kompletně v prohlížeči – bez instalace, bez registrace. 👉 https://futuresearch.netlify.app 📈 Vizualizace trendů v reálném čase 🔮 Predikce na základě dat (např. chování uživatelů) ⚡ Rychlý náběh, žádné backend API 🔐 Data neopouští tvůj prohlížeč Chtěl jsem si otestovat jednoduchý prediktivní engine, který dokáže analyzovat základní datové vzorce a chovat se jako "mini datový analytik" pro každého. React + Vite TailwindCSS pro rychlý styling Netlify pro hosting Případně knihovny jako TensorFlow.js, Chart.js atd. Feedback je vítaný! Plánuju přidat: Ukládání vlastních datasetů Více predikčních modelů Možnost exportu grafů a predikcí Díky za přečtení 🙌 👉 Vyzkoušej: https://futuresearch.netlify.app  ( 3 min )

Greater usage of your CI tool is a good thing. But as your toolchain scales, so does the bill, and it's only a matter of time before your finance team starts asking questions (just ask anyone in DevOps who's had to field a call from their CFO explaining a 40% spike in AWS costs). Sadly, justifying your CI spend to finance leadership can sometimes feel like speaking an entirely different language. This post will help you translate technical realities into financial terms, and to position yourself as a strategic partner, instead of 'just' a technologist. DevOps: a modern software development set of practices that emphasizes collaboration between development and operations/infrastructure teams. The goal is to release high-quality software faster and more reliably by automating workflows, impr…  ( 7 min )

TL;DR Traditional cybersecurity focuses on technical controls but misses business context The most effective security programs translate technical risks into business language Combining technical depth with business acumen creates more impactful security outcomes Real-world examples from my experience bridging marketing and cybersecurity After years working across digital marketing and cybersecurity, I've noticed something that might surprise you: the most technically sound security implementations often fail to protect what actually matters. Here's why: Most cybersecurity professionals are brilliant at identifying vulnerabilities, configuring SIEM systems, and responding to incidents. But they struggle to answer one critical question: "What business impact does this security decision actu…  ( 6 min )

If you’ve been working with React for a while or are just diving into its internals, you’ve probably heard about React Fiber — the new reconciliation algorithm that replaced the old stack reconciler back in React 16. But what exactly changed? Why did React need a rewrite? And how does knowing this help you as a developer? I’ll break down the old and new reconciliation algorithms, why Fiber was introduced, and what it means for your React apps — all with easy examples and casual vibes. Ready? Let’s go! Before React 16, React’s reconciliation was pretty straightforward but had some serious limitations. Imagine React as a chef preparing a multi-course meal. The old chef (stack reconciler) would cook every dish one after another, without stopping. If one dish took too long, the whole meal was …  ( 5 min )

For the first time in history, scientists have captured clear images of the Sun’s poles. The milestone comes from the European Space Agency’s Solar Orbiter, which has traveled beyond the plane of the Earth’s orbit to observe the Sun from a unique vantage point. What it returned is more than just stunning imagery. It is data that could transform our understanding of solar physics and space weather. Until now, the Sun’s poles were largely a mystery. Most solar observations are made from within the ecliptic plane, the flat disk in which Earth and most other planets orbit. That meant researchers could only guess what was happening at the Sun’s north and south poles. The Solar Orbiter’s maneuver out of this plane has changed that. These new images show complex structures in the polar regions of…  ( 4 min )

Hey devs! 👋 I’m Rome, founder of Blazephone, and I wanted to share a quick look at how we built our AI-powered business phone system. 💡 The Problem Most phone systems are stuck in the past: clunky, expensive, and not built for modern teams. We set out to build something that: ⚙️ The Stack We built Blazephone using: 🤖 AI Features Blazephone uses AI to: 🧠 Dev Notes We’re live now and growing fast. If you’re building support tools, scaling a startup, or just hate bad call systems, check us out at https://blazephone.com. Feedback, testing, and dev collabs welcome! Let’s build smarter communication together. 🔥  ( 3 min )

Learn a proven five-step approach—define, gather, design, test, deploy—for no-code OSS workflows, plus key features of leading platforms like Symphonica. Implementing no-code OSS use cases doesn’t have to be overwhelming. This post outlines a clear five-step path—define objectives, gather inputs, design visually, test in sandbox, and deploy—while highlighting essential platform features like cloud-native architecture, pre-built connectors, version control, and real-time monitoring. Follow these guidelines to build reliable, production-ready workflows in hours instead of weeks. Define Objectives & Scope: Pinpoint the problem you want to solve (e.g., “Reduce manual broadband order validation”). Gather System Inputs: Identify relevant systems—CRM, NMS/EMS, GIS, billing—and document API endpoi…  ( 3 min )

Hi there! I'm Maneshwar. Right now, I’m building LiveAPI, a first-of-its-kind tool that helps you automatically index API endpoints across all your repositories. LiveAPI makes it easier to discover, understand, and interact with APIs in large infrastructures. Continuing our Ansible journey, let’s wire up Consul — HashiCorp’s service mesh and internal DNS provider — using clean Ansible roles. We’ll install it using HashiCorp’s apt repository, configure it in a role-driven fashion, and deploy Consul agents as either servers or clients using tags. Let's get to it. Your consul.yml playbook defines which hosts should run the role and how we want to tag their responsibilities: - name: Install and configure Consul hosts: all become: yes roles: - consul tags: - master - client …  ( 6 min )

The Mechanics of Adaptive Game Worlds: AI, PCG, and the Next-Gen Engine Pipeline The Dawn of Dynamic Game Worlds For decades, game worlds were meticulously crafted, pixel by pixel, polygon by polygon. Every tree, every enemy patrol, every quest objective was placed with intentional design. While this approach yielded masterpieces, it inherently limited scale, diversity, and reactivity. The modern era of game development is witnessing a profound shift: a move from static, hand-crafted content to dynamic, intelligent, and procedurally generated experiences. This evolution is driven primarily by the intertwined forces of Artificial Intelligence (AI) and Procedural Content Generation (PCG), demanding radical architectural changes and sophisticated optimization strategies within game engines to…  ( 10 min )

This is a submission for the Storyblok Challenge WanderGuide is an interactive travel platform that uses Storyblok to create immersive destination guides, manage travel itineraries, and provide personalized recommendations. It serves travelers, tour operators, and destination marketing organizations with rich, multimedia travel content. The platform combines stunning visual storytelling with practical travel information, allowing users to discover, plan, and share their travel experiences through engaging, content-rich interfaces. Storyblok Space: https://app.storyblok.com/#!/me/spaces/234561/stories Code Repository: https://github.com/devuser/wanderguide-travel Licensed under MIT License Demo Video or Screenshots Frontend: Next.js 14, React 18, Framer Motion Backend: Supabase (Postgre…  ( 3 min )

🚀 Quick Takeaways AI tools dramatically enhance USPTO prior art searches by improving semantic understanding, automating classification, and uncovering hidden prior art. Hybrid workflows combining examiner expertise with AI yield superior outcomes and defensible results. AI-driven semantic search uncovers prior art that keyword searches miss, especially in cross-domain innovations. Non-patent literature (NPL) discovery becomes more efficient and relevant with NLP-powered platforms. The USPTO is actively piloting AI integration, including Similarity Search in its PE2E system. Human oversight remains critical to counter hallucinations and ensure legal robustness. In-house IP teams and patent attorneys are already leveraging AI to speed up FTO, patentability, and competitive analysis. The…  ( 6 min )

This is a submission for the Storyblok Challenge PropertyHub is a comprehensive real estate platform that leverages Storyblok's flexible content management to showcase properties, manage listings, and provide rich neighborhood information. It serves real estate agents, property developers, and home buyers with an intuitive, content-driven experience. The platform combines property listings with rich editorial content about neighborhoods, market trends, and buying guides, creating a comprehensive real estate ecosystem. Storyblok Space: https://app.storyblok.com/#!/me/spaces/901234/stories Code Repository: https://github.com/devuser/propertyhub-storyblok Licensed under MIT License Demo Video or Screenshots Frontend: Vue.js 3, Nuxt 3, Vuetify Backend: Laravel 10, MySQL Maps: Google Maps A…  ( 3 min )

Good unit testing can lead to more elegant code design, thereby improving code understandability, reusability, and maintainability. When introducing changes, there’s no need to retest the entire program—just ensure that the inputs and outputs of the modified parts remain consistent, and you can quickly verify if there are any issues with the program. Additionally, whenever a bug occurs, we can add the bug’s input as a test case. This way, we won’t make the same mistake again, and we only need to run the tests once each time to see if new changes have reintroduced similar issues from the past. This is a significant boost to software quality. In the graceful shutdown logic of Kubernetes, by declaring the handler parameter as a method instead of calling it directly, we can test only the logic…  ( 7 min )

This is a submission for the Storyblok Challenge EventFlow is a comprehensive event management platform that leverages Storyblok's flexibility to create dynamic, engaging event websites. It handles everything from event listings and registrations to speaker profiles and live updates, providing a seamless experience for both organizers and attendees. The platform allows event organizers to create beautiful, responsive event sites without technical knowledge while providing powerful management tools for complex events. Storyblok Space: https://app.storyblok.com/#!/me/spaces/678901/stories Code Repository: https://github.com/devuser/eventflow-storyblok Licensed under Apache 2.0 Demo Video or Screenshots Frontend: Nuxt.js 3, Vue 3, Vuetify Backend: Firebase (Firestore, Functions, Auth) CMS…  ( 4 min )

A while ago, I joined a Developer Advocate mentorship program, one of the best decisions I’ve made in my tech career so far. Among the many golden nuggets I picked up, one topic really stuck with me: Developer Marketing. Yeah, that phrase might sound like it belongs in a corporate boardroom, but hear me out. If you’re a developer advocate (or planning to be one), this is something you absolutely need to pay attention to. Let’s talk about what developer marketing really means, what I learned, and why us “Dev Avocados” need to start flexing our marketing muscles just a little. First, What Is Developer Marketing? At its core, developer marketing is the practice of connecting with developers in a way that feels genuine, useful, and non-salesy. It’s about creating awareness, interest, and advoc…  ( 5 min )

A post by Anthony Max  ( 2 min )

Images account for roughly 50% of the average webpage's total size, making image optimization one of the most impactful performance improvements you can implement. Yet many developers still rely on traditional formats like JPEG and PNG without considering modern alternatives that could dramatically reduce their bundle sizes. WebP has become the go-to modern format for web optimization. With 95%+ browser support and 25-35% better compression than JPEG, it's the safe choice for most projects. AVIF offers even better compression—often 50% smaller than JPEG with superior quality. Browser support is growing rapidly, now covering about 80% of us…  ( 5 min )

This is a submission for the Storyblok Challenge ShopFlow is a modern headless e-commerce platform that combines the power of Storyblok's content management with robust e-commerce functionality. It allows merchants to create rich product catalogs, manage inventory, and provide engaging shopping experiences across multiple touchpoints. The platform focuses on providing a seamless shopping experience while giving content creators full control over product presentations, marketing campaigns, and customer communications. Storyblok Space: https://app.storyblok.com/#!/me/spaces/234567/stories Code Repository: https://github.com/devuser/shopflow-storyblok Licensed under Apache 2.0 Demo Video or Screenshots Frontend: React 18, Redux Toolkit, Material-UI Backend: Node.js, Express, MongoDB CMS: …  ( 3 min )

If you have ever built an event driven service you know this situation: a request comes in, the database stores the business entity but the domain event times out when publishing to the message broker. Now your database is updated but your consumers never hear about this change. The transactional outbox pattern solves this problem. It writes the entity and the associated event atomically within the same transaction. Later, a background worker retrieves the events and publishes them. In this post you will see how to easily implement the pattern in Go using the outbox library. outbox is a lightweight open source Go library that implements the transactional outbox pattern. It has the following key features: Lightweight: Adds only one external dependency: google/uuid Database Agnostic: Works w…  ( 6 min )

🎨 "So, You Want Your Webpage to Look Cool?" You’ve built your first HTML page. Congrats! Let’s fix that. ** CSS stands for Cascading Style Sheets. Fancy name, simple magic. Let’s dive in like we’re styling up a mannequin for the runway. 🧪 *First, Try Some Inline Styling Imagine your tag is feeling bland. You give it a makeover: This is spicy text! 📍 This is called inline CSS. 📦 *Internal CSS – Let’s Get Organized Now you open your tag and drop in: body { background-color: #f0f0f0; font-family: Arial, sans-serif; } h1 { color: navy; text-align: center; } 🎉 Boom! Your page just got an upgrade. 🔗 External CSS – Pro-Level Moves You’re getting serious now. Create a new file called style.css, and link it: Inside style.css: body { 💡 *This is how professionals style entire websites. 🧱 CSS Selectors: Who, What, Where? CSS uses selectors to know what to style. Selector What it selects p All tags div > p directly inside 💅 Styling Tricks That Instantly Upgrade a Page Center anything (old school): .center { Make a button pop: button { Hover effect: button:hover { 🧩 The Box Model: Understand This or Cry Later Every HTML element is a box with: +-----------------------------+ 🎯 Master this, and your layout skills go beast mode. 🎨 Colors, Fonts, and Vibes body { Use: Google Fonts for 🔥 typography HEX or RGB values for custom colors Gradients and shadows for drama ✨ 🪄 Final Touch: Responsive Design Make it mobile-friendly: @media (max-width: 600px) { .container { Now your site doesn’t break on phones. 💪 🧠 TL;DR: What Did We Learn? CSS = the style layer of your webpage. You can write it inline, internally, or externally. Learn selectors, box model, and media queries to level up. CSS makes your website not just functional — but beautiful. 👣 *Your Next Steps ☑ Practice by styling your HTML portfolio. If HTML is the "what", CSS is the "how it looks". Thank You....!  ( 4 min )

Disclaimer: This is not a paid promotion. Just sharing what helped me after too many frustrating experiences. I’ve been job hunting on and off for the last couple of years, mostly in the tech/remote space. Like many of you, I used to default to the “big three”: LinkedIn, Glassdoor, and Indeed. And like many of you, I’ve seen a lot of shady stuff — ghost listings, recruiters that never reply, and outright scam jobs asking for crypto or personal documents upfront. It got to the point where I no longer trusted half the listings I saw. That’s when I started actively looking for smaller, more transparent platforms. One thing that really stood out was how little verification the big sites do. Sure, they ban listings when people report them, but by then it's too late. I wanted something proactive…  ( 4 min )

Hi there! I'm Shrijith Venkatrama, founder of Hexmos. Right now, I’m building LiveAPI, a first of its kind tool for helping you automatically index API endpoints across all your repositories. LiveAPI helps you discover, understand and use APIs in large tech infrastructures with ease. The web runs on HTTPS, and getting certificates used to be a manual, error-prone mess. Enter the ACME protocol, a game-changer that automates certificate issuance and renewal. If you’ve ever set up Let’s Encrypt or wondered how servers magically keep their HTTPS certificates fresh, this is the tech behind it. In this post, we’ll break down how ACME works, why it matters, and how you can use it. Expect practical examples, code, and enough detail to make you dangerous (in a good way). ACME (Automatic Certificate…  ( 6 min )

In today’s healthcare landscape, cybersecurity is not just about compliance—it’s about patient safety. The complexity of electronic health records (EHR), interconnected medical devices, and hybrid IT environments has made healthcare an attractive target for cybercriminals. That’s why adopting privileged access management best practices is no longer optional for healthcare organizations aiming to secure sensitive patient data and operational integrity. Modern healthcare institutions must evolve their access strategies to safeguard privileged accounts used by IT admins, doctors, third-party vendors, and even automated systems. Mismanagement or compromise of these accounts can result in HIPAA violations, massive data breaches, and serious disruptions in clinical care. Privileged accounts in h…  ( 5 min )

Lessons in Leadership: What I Learned from Watching Ashkan Rajaee Handle Hard Decisions Reynaldo Dayola ・ May 26 #leadership #startup #ashkanrajaee #remotework  ( 3 min )

(Editorial note: I originally wrote this post over on the Hit Subscribe blog. I’ll be cross-posting anything I think this audience might find interesting and also started a SubStack to which I’ll syndicate marketing-related content.) I know, it's been a while.  For anyone wondering if I'd given up the blogging habit, I haven't.  I just forgot how to read for a bit. Luckily, however, I have a 4-year-old that loves Dr Seuss, so that's gotten me back on track and no worse for the wear, except for my new penchant to follow people around like an absolute maniac, trying to get them to eat eggs and ham. Instead of returning to form with one of the many productive tutorials I have in mind, today I rant.  But I think it will be productive and even help some of you reading. I'm going to do a deep-d…  ( 20 min )

Why Ashkan Rajaee's Career Philosophy Is More Relevant Than Ever in 2025 Reynaldo Dayola ・ Jun 11 #ashkanrajaee #mindset #careerchange #personaldevelopment  ( 3 min )

How Ashkan Rajaee Changed the Way I Write Emails Felix Ellington ・ Mar 25 #ashkanrajaee #emailstrategy #communicationskills #marketingtips  ( 3 min )

I built a fullstack solopreneur project template with free cloud hosting and detailed tutorials Hey everyone, What’s in it: Detailed Tutorials & config template to eploy backend to Vercel and frontend to Cloudflare (both have free tiers) Supabase for database and auth (also free tier) Generate frontend client based on backend API Dashboard with metrics and analytics User management and role-based access control Sign up / sign in with OAuth Task management with full CRUD Pre-configured dev setup with Docker and hot reload Login & Signup Task management User management it’s meant to be used as a quick project starter for app developed by a single person, It followed solid backend/frontend practices, used modern tools (React 19, TypeScript, Tailwind, OpenAPI, etc.), and tried to keep the architecture clean and easy to extend. If you’re looking to learn how to actually build and deploy a real app with no cost, this could help. Whether you’re making a SaaS, a side project, or just want to understand the fullstack flow better, I hope this saves you some time. Still actively improving it, so any feedback is appreciated. Frontend is based on this great project called shadcn-admin (https://github.com/satnaing/shadcn-admin) GITHUB github-fullstack-solopreneur-template  ( 3 min )

How TDZ PRO Helped Remote Founders Stop Losing Money to Taxes Armi ・ Jun 12 #business #remote #productivity #startup  ( 3 min )

In this article, we will review ensureArray function in Tsup source code. We will look at: ensureArray function definition. Where is ensureArray function invoked? You will find the below code in cli-main.ts in Tsup source code at line 7 function ensureArray(input: string): string[] { return Array.isArray(input) ? input : input.split(',') } This function returns input as an array of strings. For that, it first checks if the input is an array using Array.isArray method. If that is true, then the input is returned since it is an array otherwise the input is split based on comma. Overall, ensureArray is used in four places in cli-main.ts. At line 112, you will find this below code const format = ensureArray(flags.format) as Format[] options.format = format you will find this below code, at line 116 if (flags.external) { const external = ensureArray(flags.external) options.external = external } you will find this below code, at line 137 if (flags.inject) { const inject = ensureArray(flags.inject) options.inject = inject } you will find this below code at line 144 if (flags.loader) { const loader = ensureArray(flags.loader) options.loader = loader.reduce((result, item) => { const parts = item.split('=') return { ...result, [parts[0]]: parts[1], } }, {}) } Hey, my name is Ramu Narasinga. I study codebase architecture in large open-source projects. Build Shadcn CLI from scratch. https://github.com/egoist/tsup/blob/main/src/cli-main.ts#L7 https://github.com/egoist/tsup/blob/main/src/cli-main.ts#L112  ( 3 min )

Introduction In the world of web development, performance is king. Fast-loading applications keep users happy, reduce server load, and improve overall user experience. One of the most effective ways to achieve this is through intelligent caching. When a client requests data that hasn't changed since their last request, wouldn't it be great if we could just tell them "you already have this"? That's exactly what the HTTP 304 Not Modified status code is for. However, implementing 304 Not Modified effectively can be tricky, especially when in the real world data lives in a database. How do you efficiently determine if the data has truly changed without re-fetching and re-processing everything? This is where Delta comes in. As SimonCropp says Delta is an approach to implementing a 304 Not Mo…  ( 4 min )

Hi Dev Community! 👋 I’m Manognya Lokesh Reddy, and I love building practical AI tools that solve real-world problems. Today, I want to share a project that’s especially close to me—DocuDetective.AI, an AI-powered chatbot I built that lets users interact with PDF documents using natural language. If you’ve ever struggled to find specific info in a 100+ page document, you’ll love this. 🤔 The Problem You’re looking for specific information fast. The document is in a language you don’t understand. You want a summary instead of reading the whole thing. DocuDetective.AI was built to solve all of this. 🧠 Project Goals Ask questions like “What is the main conclusion?” or “Translate this section.” Support vernacular language translation. Use AI to chat with the document in real-time. 🛠️ Tech Stack LangChain – for chaining LLMs with document loaders and memory Chroma DB – for vector embeddings and document retrieval OpenAI GPT models – for natural language understanding Streamlit (optional) – for a user-friendly interface ⚙️ How It Works Vector Storage Query Handling Response Generation 📊 Results & Impact 💬 Increased user engagement by 35% through interactive Q&A instead of static search. 🌍 Helped bridge language gaps for users working with multilingual documents. 💡 What I Learned Preprocessing and chunking documents is a balancing act. Too much or too little = bad results. Users prefer conversation over command lines—good UX really matters.  ( 4 min )

Hey, I'm Omar, and this time I wanted to bring you some good news about the latest release of LightningChart JS Trader 3.1. LightningChart JS Trader is a high-precision chart suite for creating next-gen financial & trading applications. In this release, we focused on adding quality-of-life improvements and bug fixes. Here are some of the changes: Starting with version 3.1, LightningChart JS Trader is available for download from the public NPM registry. Previously, it was distributed via separate files sent by email. A valid license key (trial or purchased) is still required to use the library. Older versions will not be published on NPM. With this change, we are simplifying both updates and trial downloads. You can now set the chart to use a transparent background, making it easier to match the application’s background. Here is an example of a chart with a transparent background. The colors come from the underlying div-elements: The Mountain chart type can now be colored using a gradient fill. The coloring is based on the current line color and the enableMountainGradient() method can be used to switch the gradient on and off. Time range methods HTML text rendering Menu options Clear everything method Problem with the space bar not closing menus anymore when typing in the input fields The menus work better now when the chart height is small Color pickers now appear next to the color button instead of the top-left corner. However, note that Firefox browser has still some issues with this. Furthermore, the default color in the color pickers now matches the current color in all cases. We also improved the accuracy of the data cursor The Zoomband chart height is now based on the main chart’s height, allowing it to scale better. Access the latest version with a 30-day free trial. Or read the official release note. Written by: Send me your questions via LinkedIn  ( 4 min )

Ashkan Rajaee's Warning: The Remote Hiring Scam No One Talks About (And What You Can Do) Armi ・ Jun 2 #remotehiring #cybersecurity #developerjobs #ashkanrajaee  ( 3 min )

ArkTS Constraints on TypeScript Features No Support for Conditional Types Rule: arkts-no-conditional-types Severity: Error Description: ArkTS does not support conditional type aliases. Introduce new types with explicit constraints or rewrite logic using Object. TypeScript Example: type X = T extends number ? T : never; type Y = T extends Array ? Item : never; ArkTS Example: // Provide explicit constraints in type aliases type X1 = T; // Rewrite with Object, with less type control and a need for more type checks type X2 = Object; // Item must be used as a generic parameter and correctly instantiable type YI> = Item; Rule: arkts-no-ctor-prop-decls Severity: Error Description: ArkTS does not sup…  ( 4 min )

深入理解Hyperlane的中间件系统：一个大三学生的实践笔记 作为一名大三计算机专业的学生，我在使用 Hyperlane 框架开发校园项目的过程中，对其中间件系统有了深入的理解。今天，我想分享一下我在实践中的心得体会。 graph TD A[客户端请求] --> B[认证中间件] B --> C[日志中间件] C --> D[控制器] Hyperlane 的中间件采用洋葱模型，请求从外层向内层传递，这种设计让请求处理流程清晰可控。 async fn request_middleware(ctx: Context) { let socket_addr = ctx.get_socket_addr_or_default_string().await; ctx.set_response_header(SERVER, HYPERLANE) .await .set_response_header("SocketAddr", socket_addr) .await; } 相比其他框架需要通过 trait 或层注册中间件，Hyperlane 直接使用异步函数注册，更加直观。 async fn auth_middleware(ctx: Context) { let token = ctx.get_request_header("Authorization").await; match token { Some(token) => { // 验证逻辑 ctx.set_request_data("user_id", "123").await; } None => { …  ( 3 min )

How TDZ PRO Helped Remote Founders Stop Losing Money to Taxes Armi ・ Jun 12 #business #remote #productivity #startup  ( 3 min )

校园二手交易平台的技术选型：为什么我选择了Hyperlane框架 作为一名大三计算机系的学生，上学期我负责开发了一个校园二手交易平台。在技术选型时，我最终选择了 Hyperlane 这个 Rust Web 框架。今天，我想分享一下这个选择背后的思考过程和实际使用体验。 高并发处理：学期末是二手交易的高峰期，需要处理大量并发请求 实时通信：买卖双方需要实时聊天功能 开发效率：作为学生项目，需要快速开发和迭代 学习价值：希望通过项目深入学习 Rust 语言 特性 Hyperlane Actix-Web Axum 学习曲线 平缓 较陡 中等 文档友好度 优秀 良好 良好 社区活跃度 活跃 非常活跃 活跃 性能表现 极佳 优秀 优秀 WebSocket支持 原生 插件 扩展 #[methods(get, post)] async fn product_route(ctx: Context) { let id = ctx.get_route_param("id").await.parse::().unwrap(); // 商品详情查询逻辑 ctx.set_response_body(format!("Product {}", id)) .await .send_body() .await; } 路由宏的设计非常直观，让代码结构更加清晰。 #[get] async fn chat_ws(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); ctx.set_response_header(CONTENT_TYPE, "application/json") .await .set_response_body(key) .await .send_body() .await; } 原生的 WebSocket 支持让实时聊天功能的实现变得简单。 server .enable_nodelay().await .disable_linger().await .http_line_buffer_size(4096).await .run().await; 框架默认的性能优化配置就足以应对校园平台的访问压力。 在普通笔记本上的压测结果： wrk -c360 -d60s http://localhost:8000/ 场景 QPS 响应时间 首页 324,323 <10ms 商品列表 298,945 <15ms WebSocket连接 242,570 <20ms // 传统框架的写法 let method = ctx.get_request().await.get_method(); // Hyperlane的写法 let method = ctx.get_request_method().await; 扁平化的 API 设计大大提高了开发效率。 正则路由参数验证 WebSocket 连接状态管理 数据库连接池优化 在升级到 v4.89+ 时遇到了一些变化： // 新版本中断请求的方式 if should_abort { ctx.aborted().await; return; } 通过仔细阅读更新文档，很快适应了新的API。 API 设计直观：减少了查文档的频率 错误提示友好：编译错误信息清晰明确 性能无忧：默认配置已经够用 文档完善：示例代码可以直接使用 从小项目开始：先实现基本的 CRUD 功能 重视类型系统：利用 Rust 的类型检查避免运行时错误 参与社区讨论：遇到问题多与社区交流 关注性能监控：学习使用性能分析工具 平台已在校内正式运行 日均处理数百笔交易 获得了师生的好评 个人对 Rust Web 开发有了深入理解 计划添加更多社交功能 优化移动端体验 探索微服务架构 尝试贡献社区代码 作为一名学生开发者，我认为选择 Hyperlane 是一个正确的决定。它不仅帮助我完成了项目，还提升了我的技术水平。对于想要入门 Rust Web 开发的同学，我强烈推荐从 Hyperlane 开始！  ( 3 min )

在当前的 Rust Web 框架生态中，Hyperlane 正逐步展现出其作为“新一代轻量级高性能框架”的强大竞争力。本文将通过与主流框架（如 Actix-Web、Axum）对比，全面剖析 Hyperlane 的优势，特别是在性能、特性集成、开发体验和底层架构方面的领先之处。 框架 依赖模型 异步运行时 中间件支持 SSE/WebSocket 路由匹配能力 Hyperlane 仅依赖 Tokio + 标准库 Tokio ✅ 支持请求/响应 ✅ 原生支持 ✅ 支持正则表达式 Actix-Web 大量内部抽象层 Actix ✅ 请求中间件 部分支持（需插件） ⚠️ 路径宏需显式配置 Axum Tower 架构复杂 Tokio ✅ Tower 中间件 ✅ 需依赖层扩展 ⚠️ 动态路由较弱 零平台依赖：纯 Rust 实现，跨平台一致性强，无需额外 C 库绑定。 极致性能优化：底层 I/O 使用 Tokio 的 TcpStream 和异步缓冲处理，自动开启 TCP_NODELAY，默认关闭 SO_LINGER，适合高频请求环境。 中间件机制灵活：支持 request_middleware 与 response_middleware 明确划分，便于请求生命周期控制。 实时通信开箱即用：原生支持 WebSocket 与 SSE，无需第三方插件扩展。 下面我们将拆解一个完整 Hyperlane 服务示例，说明其设计理念与开发者友好性。 async fn request_middleware(ctx: Context) { let socket_addr = ctx.get_socket_addr_or_default_string().await; ctx.set_response_header(SERVER, HYPERLANE) …  ( 3 min )

作为计算机系大三学生，上学期我在做校园二手交易平台项目时，偶然发现了 Hyperlane 这个 Rust HTTP 框架。当时正为选框架发愁——既要性能够强扛住期末交易高峰，又得语法简洁让我这个 Rust 萌新能快速上手。没想到用下来完全超出预期，今天就来聊聊这个宝藏框架的使用体验！ 刚开始写路由函数时，我被 Hyperlane 的 Context（简称 ctx）惊艳到了。记得第一次想获取请求方法，按照 Rust 传统 HTTP 框架的写法，得这样： let method = ctx.get_request().await.get_method(); 但 Hyperlane 直接把方法"扁平化"了，现在我写的是： let method = ctx.get_request_method().await; 就像给书包分层整理一样，框架把请求/响应的子字段都按规则重命名了。设置响应状态码从set_status_code变成set_response_status_code，虽然多了几个字母，但代码逻辑像流程图一样清晰，再也不用翻文档找方法层级了！ 最让我上瘾的是它的请求方法宏。写首页路由时，我试着用了#[methods(get, post)]组合标注，结果比用枚举值一个个声明简单太多。后来发现还能简写#[get]，瞬间觉得写路由像写 Markdown 一样轻松： #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); let body = ctx.get_request_body().await; ctx.set_response_body(key).await.send_body().awai…  ( 3 min )

作为一名大三计算机专业的学生，我在构建 Web 服务项目时接触到了 Hyperlane 框架。这个高性能的 Rust HTTP 框架彻底改变了我对 Web 开发的认知。下面是我学习并应用 Hyperlane 的真实经历。 刚开始使用 Hyperlane 时，最让我惊喜的是它简洁的 Context 封装。以前在其它框架中需要冗长的调用： let method = ctx.get_request().await.get_method(); 现在只需要一行代码就能搞定： let method = ctx.get_request_method().await; 这种设计让我的代码可读性大幅提升，特别是处理复杂业务逻辑时，不再需要嵌套多个方法调用。 在实现 RESTful API 时，Hyperlane 的请求方法宏让路由定义变得异常简单： #[methods(get, post)] async fn user_profile(ctx: Context) { // 处理GET和POST请求 ctx.set_response_status_code(200).await; ctx.set_response_body("用户个人资料").await; } #[get] async fn get_users(ctx: Context) { // 仅处理GET请求 let users = fetch_all_users().await; ctx.set_response_body(users).await; } 这种声明式语法让我可以专注于业务逻辑而非 HTTP 细节。 在开发过程中，我发现响应处理特别直观： // 设置响应状态 ctx.set_response_status_code(404).await; // 添加自定义响应头 …  ( 3 min )

ArkTS Constraints on TypeScript Features Use class Instead of Types with Call Signatures Rule: arkts-no-call-signatures Severity: Error Description: ArkTS does not support call signatures in object types. Instead of using a type with a call signature, define a class with an invoke method. TypeScript Example: type DescribableFunction = { description: string; (someArg: string): string; // call signature }; function doSomething(fn: DescribableFunction): void { console.log(fn.description + " returned " + fn("")); } ArkTS Example: class DescribableFunction { description: string; constructor() { this.description = "desc"; } public invoke(someArg: string): string { return someArg; } } function doSomething(fn: DescribableFunction): void { c…  ( 4 min )

展望Hyperlane的未来：一个大三学生的开发心得与思考 作为一名大三计算机系的学生，在使用 Hyperlane 框架一个学期后，我对这个框架的现状和未来发展有了一些思考。这篇文章将分享我的学习心得和对框架未来的展望。 极致性能 接近原生 Tokio 的性能表现 优秀的内存管理 低延迟响应 开发体验 直观的 API 设计 完善的文档支持 友好的错误提示 框架 QPS 延迟 内存占用 开发体验 Hyperlane 324,323 1.5ms 最低 优秀 Actix-Web 310,000 1.8ms 较低 良好 Axum 305,000 1.7ms 中等 良好 Gin (Go) 242,570 2.1ms 较高 优秀 #[methods(get, post)] async fn flexible_route(ctx: Context) { let method = ctx.get_request_method().await; ctx.set_response_body(format!("Method: {}", method)) .await .send_body() .await; } 路由系统的设计非常直观，特别是多方法支持和正则匹配功能，大大提高了开发效率。 async fn custom_middleware(ctx: Context) { // 前置处理 let start = std::time::Instant::now(); // 请求处理 // 后置处理 println!("处理耗时: {:?}", start.elapsed()); } 中间件的洋葱模型设计让请求处理流程更加清晰。 WebAssembly 集成 async fn wasm_handler(ctx: Context) { let wasm_module = load_wasm_module().await; let result = wasm_module.execute().await; ctx.set_response_body(result).await; } GraphQL 支持 async fn graphql_handler(ctx: Context) { let query = ctx.get_request_body().await; let schema = build_schema().await; let result = schema.execute(query).await; ctx.set_response_body(result).await; } 插件系统 认证插件 缓存插件 监控插件 工具链完善 脚手架工具 调试工具 性能分析工具 基础入门 Rust 语言基础 异步编程概念 Web 开发知识 进阶学习 源码阅读 性能优化 实战项目 // 项目最佳实践 async fn best_practice(ctx: Context) { // 1. 统一错误处理 let result = process_request().await .map_err(|e| handle_error(e)); // 2. 结构化日志 log::info!("请求处理完成: {:?}", result); // 3. 性能监控 metrics::record_request().await; } 文档系统 更多示例代码 视频教程 最佳实践指南 开发工具 IDE 插件 调试工具 性能分析工具 交流平台 技术论坛 问答社区 代码仓库 生态系统 插件市场 模板项目 示例应用 循序渐进 从简单接口开始 理解核心概念 多写示例代码 实战驱动 参与实际项目 解决实际问题 总结经验教训 深入学习 源码分析 性能优化 架构设计 社区参与 问题反馈 代码贡献 经验分享 技术方向 云原生支持 边缘计算 AI 集成 应用场景 微服务架构 实时应用 高性能计算 作为一名学生开发者，我深深感受到 Hyperlane 框架在 Web 开发领域的潜力。它不仅帮助我快速构建了高性能的 Web 应用，还让我对 Rust 生态系统有了更深的理解。我相信，随着框架的不断发展和社区的壮大，Hyperlane 将在 Web 开发领域发挥更大的作用。希望这篇文章能给其他正在学习 Hyperlane 的同学一些启发和帮助！  ( 3 min )

ArkTS Constraints on TypeScript Features Object Property Names Must Be Valid Identifiers Rule: arkts-identifiers-as-prop-names Severity: Error Description: In ArkTS, object property names cannot be numbers or arbitrary strings. Exceptions are string literals and string values in enums. Use property names to access class properties and numeric indices for array elements. TypeScript Example: var x = { 'name': 'x', 2: '3' }; console.log(x['name']); console.log(x[2]); ArkTS Example: class X { public name: string = ''; } let x: X = { name: 'x' }; console.log(x.name); let y = ['a', 'b', 'c']; console.log(y[2]); // Use Map for non - identifier keys let z = new Map(); z.set('name', '1'); z.set(2, '2'); console.log(z.get('name'));…  ( 4 min )

Day 1：初识 Hyperlane 在 GitHub 上发现了 Hyperlane 这个 Rust HTTP 框架，立刻被它的性能数据吸引。官方文档写着： "hyperlane 是一个高性能且轻量级的 Rust HTTP 框架，设计目标是简化现代 Web 服务的开发，同时兼顾灵活性和性能表现。" 我决定用它来完成我的分布式系统课设。从 Cargo.toml 开始： [dependencies] hyperlane = "5.25.1" 今天重点研究了 Hyperlane 的Context设计。传统框架需要这样获取请求方法： let method = ctx.get_request().await.get_method(); 但 Hyperlane 提供了更优雅的方式： let method = ctx.get_request_method().await; 我的理解： 这种链式调用简化就像 Rust 的?操作符——把嵌套调用扁平化，代码可读性大幅提升。Hyperlane 通过自动生成 getter/setter 方法，把request.method映射为get_request_method()，太聪明了！ 尝试实现 RESTful 接口时，发现了 Hyperlane 的方法宏： #[methods(get, post)] async fn user_api(ctx: Context) { // 处理GET/POST请求 } #[delete] async fn delete_user(ctx: Context) { // 处理DELETE请求 } 遇到的问题： 刚开始忘记给路由函数添加async关键字，编译器报错让我困惑了半小时。Rust 的异步编程真是需要时刻注意细节！ 花了整天研究响应 API，做了个对比表格帮助理解： 操作类型…  ( 3 min )

Like many developers, I struggled for a long time trying to “level up” my frontend skills. I followed countless courses, watched endless tutorials, joined bootcamps, and consumed a mountain of content. And yet… I didn’t feel like I was actually getting better. I knew more, but I couldn’t do more. And that’s a frustrating place to be. The Trap of Passive Learning It became clear: knowledge without experience wasn’t enough. The Shift: Build Something Real That’s when I started working on Onepin, a tool where users can pin and manage anything important to them in one place. Unlike tutorials that hand you the solution, this project gave me no safety net. I had to figure things out, break things, fix them, and slowly connect all the dots. The Gaps I Didn’t Know I Had React: State management, pe…  ( 4 min )

How TDZ PRO Helped Remote Founders Stop Losing Money to Taxes Armi ・ Jun 12 #business #remote #productivity #startup  ( 3 min )

I’m confident I’m not alone in saying I’ve spent a lot of time over the past couple of years thinking about AI as an engineer / developer and what it means for our field and for our careers. For a long time, software engineering felt like a safe bet. After all, how could we be automated away when we’re the ones writing the automation? Or so we thought. Like many, I’ve run the full gamut of emotions on the topic: excitement, uncertainty, fear, frustration, more excitement, more uncertainty, and so on. If there's an emotional response to AI to be had, I’ve probably felt it. But lately, one emotion has consistently stuck, and that’s excitement. It took a while to get here (and arguably even longer to learn to stay here) but I can now say with confidence: the rise of AI excites me more than an…  ( 10 min )

Introduction Code reviews are meant to improve code quality, foster knowledge sharing, and build strong engineering culture. But sometimes, they go too far. You fix a critical bug in five lines, push the PR… and wait. Days go by. Dozens of comments pile in about naming, unrelated refactors, and philosophical disagreements. Meanwhile, users are still impacted. It's time to talk about where things go wrong and how to bring balance back. The original purpose of code reviews is being overshadowed by over-engineering and perfectionism. Common symptoms include: Overlong delays on small PRs Reviewers blocking for non-functional issues Burnout from endless iterations This friction slows teams, frustrates developers, and delays shipping value. Excessive nitpicking on naming, formatting, or micro-…  ( 5 min )

在当前的 Rust Web 框架生态中，Hyperlane 正逐步展现出其作为“新一代轻量级高性能框架”的强大竞争力。本文将通过与主流框架（如 Actix-Web、Axum）对比，全面剖析 Hyperlane 的优势，特别是在性能、特性集成、开发体验和底层架构方面的领先之处。 框架 依赖模型 异步运行时 中间件支持 SSE/WebSocket 路由匹配能力 Hyperlane 仅依赖 Tokio + 标准库 Tokio ✅ 支持请求/响应 ✅ 原生支持 ✅ 支持正则表达式 Actix-Web 大量内部抽象层 Actix ✅ 请求中间件 部分支持（需插件） ⚠️ 路径宏需显式配置 Axum Tower 架构复杂 Tokio ✅ Tower 中间件 ✅ 需依赖层扩展 ⚠️ 动态路由较弱 零平台依赖：纯 Rust 实现，跨平台一致性强，无需额外 C 库绑定。 极致性能优化：底层 I/O 使用 Tokio 的 TcpStream 和异步缓冲处理，自动开启 TCP_NODELAY，默认关闭 SO_LINGER，适合高频请求环境。 中间件机制灵活：支持 request_middleware 与 response_middleware 明确划分，便于请求生命周期控制。 实时通信开箱即用：原生支持 WebSocket 与 SSE，无需第三方插件扩展。 下面我们将拆解一个完整 Hyperlane 服务示例，说明其设计理念与开发者友好性。 async fn request_middleware(ctx: Context) { let socket_addr = ctx.get_socket_addr_or_default_string().await; ctx.set_response_header(SERVER, HYPERLANE) …  ( 3 min )

作为计算机系大三学生，上学期我在做校园二手交易平台项目时，偶然发现了 Hyperlane 这个 Rust HTTP 框架。当时正为选框架发愁——既要性能够强扛住期末交易高峰，又得语法简洁让我这个 Rust 萌新能快速上手。没想到用下来完全超出预期，今天就来聊聊这个宝藏框架的使用体验！ 刚开始写路由函数时，我被 Hyperlane 的 Context（简称 ctx）惊艳到了。记得第一次想获取请求方法，按照 Rust 传统 HTTP 框架的写法，得这样： let method = ctx.get_request().await.get_method(); 但 Hyperlane 直接把方法"扁平化"了，现在我写的是： let method = ctx.get_request_method().await; 就像给书包分层整理一样，框架把请求/响应的子字段都按规则重命名了。设置响应状态码从set_status_code变成set_response_status_code，虽然多了几个字母，但代码逻辑像流程图一样清晰，再也不用翻文档找方法层级了！ 最让我上瘾的是它的请求方法宏。写首页路由时，我试着用了#[methods(get, post)]组合标注，结果比用枚举值一个个声明简单太多。后来发现还能简写#[get]，瞬间觉得写路由像写 Markdown 一样轻松： #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); let body = ctx.get_request_body().await; ctx.set_response_body(key).await.send_body().awai…  ( 3 min )

作为一名大三计算机专业的学生，我在构建 Web 服务项目时接触到了 Hyperlane 框架。这个高性能的 Rust HTTP 框架彻底改变了我对 Web 开发的认知。下面是我学习并应用 Hyperlane 的真实经历。 刚开始使用 Hyperlane 时，最让我惊喜的是它简洁的 Context 封装。以前在其它框架中需要冗长的调用： let method = ctx.get_request().await.get_method(); 现在只需要一行代码就能搞定： let method = ctx.get_request_method().await; 这种设计让我的代码可读性大幅提升，特别是处理复杂业务逻辑时，不再需要嵌套多个方法调用。 在实现 RESTful API 时，Hyperlane 的请求方法宏让路由定义变得异常简单： #[methods(get, post)] async fn user_profile(ctx: Context) { // 处理GET和POST请求 ctx.set_response_status_code(200).await; ctx.set_response_body("用户个人资料").await; } #[get] async fn get_users(ctx: Context) { // 仅处理GET请求 let users = fetch_all_users().await; ctx.set_response_body(users).await; } 这种声明式语法让我可以专注于业务逻辑而非 HTTP 细节。 在开发过程中，我发现响应处理特别直观： // 设置响应状态 ctx.set_response_status_code(404).await; // 添加自定义响应头 …  ( 3 min )

As a junior majoring in computer science, I was introduced to the Hyperlane framework while working on a Web service project. This high-performance Rust HTTP framework completely changed my perception of Web development. Below is my true experience of learning and applying Hyperlane. When I first started using Hyperlane, I was pleasantly surprised by its clean Context (ctx) abstraction. Previously, in other frameworks, I had to write verbose calls like: let method = ctx.get_request().await.get_method(); Now, it’s as simple as one line of code: let method = ctx.get_request_method().await; This design significantly enhances the readability of my code, especially when dealing with complex business logic, eliminating the need for nested method calls. When implementing RESTful APIs, Hyperlane…  ( 5 min )

I am pretty sure most of us always hear intel i5, i7, 10th generation 11th generation, 12 cores, 8 cores, 512 GB ssd and it goes beyond our head. Let's understand it today: We all have learnt that Memory is of 2 types RAM and ROM. RAM (Random Access Memory) stores memory temporarily. If you restart or shut down, all the info in RAM is cleared. Whereas ROM (Read Only Memory) stores memory permanently. We rarely interact with ROM. It just quietly helps your computer boot up properly. CPU (Central Processing Unit) acts as a brain. Just like your brain makes decisions and controls your actions, CPU does the same for your computer. It carries out all the instructions from hardware to software. How it works? Btw CPU is also a type of Processor. But let me ask you this: Is your system 32-b…  ( 4 min )

As a junior computer science student, I was working on a campus second-hand trading platform project last semester when I stumbled upon the Hyperlane Rust HTTP framework. I was in a dilemma about choosing a framework— it needed to be powerful enough to handle the peak trading at the end of the semester, and its syntax had to be simple so that I, as a Rust newbie, could get up to speed quickly. To my pleasant surprise, Hyperlane exceeded all my expectations. Today, I want to share my experience with this amazing framework! When I first started writing route functions, I was amazed by Hyperlane’s Context (or ctx for short). I remember the first time I wanted to get the request method. In traditional Rust HTTP frameworks, I would have to write: let method = ctx.get_request().await.get_method(…  ( 6 min )

Day 1: First Encounter with Hyperlane I stumbled upon the Hyperlane Rust HTTP framework on GitHub and was immediately captivated by its performance metrics. The official documentation states: "Hyperlane is a high-performance and lightweight Rust HTTP framework designed to simplify the development of modern web services while balancing flexibility and performance." I decided to use it for my distributed systems course project. I started with the Cargo.toml file: [dependencies] hyperlane = "5.25.1" Today, I delved into the design of Hyperlane's Context. In traditional frameworks, you would retrieve the request method like this: let method = ctx.get_request().await.get_method(); But Hyperlane offers a more elegant approach: let method = ctx.get_request_method().await; My Understanding: T…  ( 5 min )

作为计算机系大三学生，上学期我在做校园二手交易平台项目时，偶然发现了 Hyperlane 这个 Rust HTTP 框架。当时正为选框架发愁——既要性能够强扛住期末交易高峰，又得语法简洁让我这个 Rust 萌新能快速上手。没想到用下来完全超出预期，今天就来聊聊这个宝藏框架的使用体验！ 刚开始写路由函数时，我被 Hyperlane 的 Context（简称 ctx）惊艳到了。记得第一次想获取请求方法，按照 Rust 传统 HTTP 框架的写法，得这样： let method = ctx.get_request().await.get_method(); 但 Hyperlane 直接把方法"扁平化"了，现在我写的是： let method = ctx.get_request_method().await; 就像给书包分层整理一样，框架把请求/响应的子字段都按规则重命名了。设置响应状态码从set_status_code变成set_response_status_code，虽然多了几个字母，但代码逻辑像流程图一样清晰，再也不用翻文档找方法层级了！ 最让我上瘾的是它的请求方法宏。写首页路由时，我试着用了#[methods(get, post)]组合标注，结果比用枚举值一个个声明简单太多。后来发现还能简写#[get]，瞬间觉得写路由像写 Markdown 一样轻松： #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); let body = ctx.get_request_body().await; ctx.set_response_body(key).await.send_body().awai…  ( 3 min )

When people hear the term blockchain, their first thought is usually Bitcoin or other cryptocurrencies. However, blockchain is much more than just digital money. It is a revolutionary technology that is reshaping industries from finance and supply chain management to healthcare and cybersecurity. For students in Computer Science and Engineering (CSE), blockchain offers exciting career paths and innovation opportunities far beyond cryptocurrency. At its core, blockchain is a decentralized, distributed ledger that records data across many computers in such a way that the registered data cannot be altered retroactively. Each block in the chain contains a number of transactions, and every new transaction is recorded in a new block and linked to the previous one — creating a secure and transpar…  ( 5 min )

I’m the founder of Fidget, an AI-powered video summarizer. Today’s post covers our multimodal engine’s architecture, complete with code examples. When we set out to build our Multimodal Summary Engine, the idea was clear: ingest data from many sources (e.g. video, audio, metadata etc…) and use it to produce a neat, human-readable summary. If you rely on off-the-shelf summarizers, you still end up manually parsing transcripts and missing slide cues. That’s why Fidget’s multimodal AI engine was built from day one to capture every visual and audio nuance. Instead of simply transcribing audio, Fidget will listen for tonal emphasis, detects slide changes, and integrate on-screen text all in real time. Firstly we needed a home for our new system, so we spec’d out the Fidget API. We knew develope…  ( 10 min )

I’ve been hands-on with Test-Driven Development (TDD)—a practice where you write tests before you write production code. What initially seemed backwards, ended up completely transforming how I think about building reliable software. I used to write code like this: Hack together a feature Manually test it in the browser/Postman Fix bugs Repeat until it mostly works Then I discovered Test-Driven Development (TDD), and everything changed. Now, I write code like this: Write a failing test (Red) Make it pass with minimal code (Green) Clean up without fear (Refactor) And guess what? I ship fewer bugs, refactor with confidence, and actually enjoy coding more. If that sounds like magic, let me break it down. Clarify expected behavior before diving into implementation. Avoid untested code, which re…  ( 6 min )

The o3 API—OpenAI’s premier reasoning model—has recently undergone a significant price revision, marking one of the most substantial adjustments in LLM pricing. This article delves into the latest pricing structure of the o3 API, explores the motivations behind the change, and provides actionable insights for developers aiming to optimize their usage costs. The o3 API represents OpenAI’s flagship reasoning model, renowned for its advanced capabilities in coding assistance, mathematical problem-solving, and scientific inquiry. As part of OpenAI’s model hierarchy, it occupies a tier above the o3-mini and o1-series models, delivering superior accuracy and depth of reasoning. Cloud-based LLMs operate on pay-as-you-go models, where token consumption directly translates to expense. For startups …  ( 6 min )

The competition between leading AI developers has intensified with Google’s launch of Gemini 2.5 Pro and OpenAI’s introduction of GPT-4.1. These cutting-edge models promise significant advancements in areas ranging from coding and long-context comprehension to cost-efficiency and enterprise readiness. This in-depth comparison explores the latest features, benchmark results, and practical considerations for selecting the right model for your needs. Google rolled out the Gemini 2.5 Pro Preview 06-05 update in early June 2025, branding it their first “long-term stable release” and making it available via AI Studio, Vertex AI, and the Gemini app for Pro and Ultra subscribers. One standout feature is “configurable thinking budgets,” which let you control how much compute the model spends on eac…  ( 6 min )

In the age of AI, the keyboard is no longer your only interface — your words are. Welcome to the era of Prompt Engineering — where how you ask is just as important as what you know. Prompt engineering is the art and science of communicating with AI tools effectively — like ChatGPT, GitHub Copilot, Midjourney, Claude, etc. It’s not coding. It’s commanding AI to code for you, design for you, debug for you, and more. Prompting helps you: Generate code faster (using Copilot or ChatGPT) Scaffold components, APIs, or tests in seconds Focus more on logic, less on boilerplate AI is your new pair programmer. You write the logic → AI turns it into code You describe a bug → AI offers a fix You explain a UI → AI gives a design layout You may not know the syntax, but you can explain your need in plain English — and the AI helps you code it correctly. Perfect for: Freshers Self-taught developers Non-CS backgrounds Need a React login page with Firebase? One clear prompt → working code. Need 10 dummy blog posts in Markdown? Prompt → done. It turns your ideas into code faster than ever. What makes a good vs bad prompt? Use role-based prompts (e.g., “You are a senior React dev…”) Be specific (frameworks, use cases, output formats) Give examples + context ChatGPT (for code, regex, docs, UI ideas) GitHub Copilot (inline AI assistant) Gemini, Claude, or TypingMind for long-form 🔸 “Generate a responsive React component for a pricing table with 3 tiers and TailwindCSS.” 🔸 “Explain the difference between useEffect and useLayoutEffect with examples.” 🔸 “Create 10 blog post ideas for JavaScript interview prep.”  ( 4 min )

If you've ever worked with Teltonika GPS tracking devices, you know that parsing their proprietary protocol can be a bit of a challenge. Whether you're building a fleet management system, a custom IoT platform, or just tinkering with real-time vehicle telemetry, understanding and communicating with these devices is critical. That's why I created teltonika-go — an open-source Go package that simplifies parsing Teltonika messages and enables communication with their devices over TCP. teltonika-go is a lightweight, idiomatic Go library designed to help developers decode, parse, and interpret the binary protocol used by Teltonika GPS trackers like the FMB series. It provides building blocks for server-side communication with these devices, which typically send AVL (Automatic Vehicle Location) …  ( 5 min )

It started, as most tech crises do, with an announcement and a pastry. You were three bites into a blueberry muffin when the CTO, burst into the dev pit, eyes wide, voice too loud, radiating the kind of giddy terror usually reserved for space launches and wedding proposals. “We did it. We landed GigaGym.” A hush fell over the room. Someone from Sales whispered, “No way,” like they were invoking a forbidden name. You set down your muffin, dreading the next words. “They’re onboarding next month. They’re bringing 100,000 concurrent users.” Applause erupted. People hugged. Marketing began updating the pitch deck with fireworks emojis. But not you. Because you know the truth: your poor database, let’s call him Postgres Pete, is already sweating through his metaphorical t-shirt handling 50 users…  ( 6 min )

Hello! I’m Ahmad, and I proudly represent LinkNova, a digital marketing agency built on one mission — helping brands improve their online visibility, search engine rankings, and domain authority through smart SEO, powerful link building, and authentic guest posting. ahmadfarazlinkbuilder@gmail.com — let’s start transforming your digital presence. In 2025, digital competition is fiercer than ever. Businesses are investing heavily in content, design, and development — but without proper SEO and backlinks, their websites remain buried under thousands of others. That’s where our expertise comes into play. Unlike cookie-cutter SEO agencies, LinkNova offers handcrafted marketing solutions that combine real strategy, deep industry knowledge, and long-term value. SEO is more than just keywords and…  ( 6 min )

GraphQL has emerged as a modern alternative to RESTful APIs, offering a more flexible and efficient way for clients to query data. Unlike REST, where clients often make multiple requests to different endpoints and receive fixed response structures, GraphQL allows clients to request exactly the data they need — and nothing more — in a single round trip. This reduces the issues of over-fetching and under-fetching common in REST, and gives frontend developers more control over the shape of the response. AWS AppSync is a managed service that helps developers build scalable, real-time GraphQL APIs with minimal operational overhead. It integrates seamlessly with various AWS data sources, including DynamoDB, Lambda, RDS, and OpenSearch, and supports features such as offline access, subscriptions,…  ( 7 min )

GraphQL has emerged as a modern alternative to RESTful APIs, offering a more flexible and efficient way for clients to query data. Unlike REST, where clients often make multiple requests to different endpoints and receive fixed response structures, GraphQL allows clients to request exactly the data they need — and nothing more — in a single round trip. This reduces the issues of over-fetching and under-fetching common in REST, and gives frontend developers more control over the shape of the response. AWS AppSync is a managed service that helps developers build scalable, real-time GraphQL APIs with minimal operational overhead. It integrates seamlessly with various AWS data sources, including DynamoDB, Lambda, RDS, and OpenSearch, and supports features such as offline access, subscriptions,…  ( 7 min )

Python is a widely used programming language known for its simplicity and readability. Its clean syntax makes it easy for beginners to learn and use effectively. Python supports multiple programming paradigms, including object-oriented, procedural, and functional programming. It has a vast standard library and strong community support, which accelerates development across various domains. Python is also platform-independent, making it flexible for different environments. Its versatility allows use in web development, data analysis, automation, machine learning, and more. These features contribute to Python’s growing popularity among developers and organizations. To enhance your skills, consider enrolling in a Python certification course.  ( 3 min )

Blockchain has come a long way - from niche circles to mainstream headlines. But while the technology moves fast, the talent to build it still remains limited. how this stuff works and can build it well. Around 493 new roles are posted monthly, attracting over 117 applicants each. But only few have the skillset that Web3 really needs: cryptography fundamentals, smart contract design, security, DeFi logic and regulatory awareness. Markets & Markets expects the global blockchain market to grow from $20.1B in 2024 to $248.9B by 2029. That growth can't happen without the people to build and maintain it, so it creates one urgent need: skilled human resource to make it real, those who have a structured, research-backed education. For years, blockchain existed mostly outside the university ecosys…  ( 4 min )

Angular 20 has officially embraced the standalone component architecture. In this guide, you'll learn how to implement Facebook Login using the latest @abacritt/angularx-social-login and Angular's modern APIs. Read more!  ( 2 min )

In today's complex software landscape, debugging distributed systems has become increasingly challenging. As applications grow more sophisticated, incorporating multiple services, databases, and cloud components, developers need robust debugging tools to effectively identify and fix issues. The traditional approach of examining single-system logs no longer suffices when tracking bugs across interconnected services and geographically dispersed infrastructure. A modern debugging tool must provide comprehensive visibility into the entire system, enabling developers to trace issues across multiple components while maintaining context of the overall application state. This article explores three essential features that make debugging tools effective for modern distributed systems. Modern sof…  ( 5 min )

🚀 Description A hands-on DevOps showcase: containerization, Kubernetes with Helm, CI/CD using GitHub Actions, and observability with Prometheus, all running locally. In this article, I walk through a DevOps project I recently completed, a fully containerized full-stack web application deployed on a local Kubernetes cluster. This project was designed not just to build a functional app, but to demonstrate my DevOps skills end-to-end: containerization, orchestration, CI/CD, and observability. 🔧 Project Goal: A React frontend collects user information. The data is sent to a Flask backend, which checks if the user already exists. If not, it adds the user to a PostgreSQL database. Redis is used to cache the user data for faster reads. Nginx acts as a reverse proxy to route traffic efficientl…  ( 5 min )

Animation is the magic that transforms static interfaces into engaging, delightful user experiences. In the world of mobile development, Flutter stands out as one of the most powerful frameworks for creating smooth, performant animations that feel native across both iOS and Android platforms. Whether you're looking to add subtle microinteractions that guide users through your app or create complex, jaw-dropping animations that showcase your brand's personality, Flutter's animation system provides the tools to bring your creative vision to life. From simple fade-ins to complex physics-based animations, Flutter's comprehensive animation framework empowers developers to create experiences that users love to interact with. In this comprehensive guide, we'll explore Flutter's animation capabili…  ( 12 min )

In the age of visual communication, content creators are constantly looking for efficient, private, and professional ways to share their work. Whether you’re a photographer uploading high-res photos, a designer showcasing concepts, or a content creator organizing a portfolio—having control over how and with whom you share your media is crucial. That’s where Erome shines. Built for simplicity and power, Erome offers an intuitive gallery-based platform where you can upload, manage, and share your visual content without compromising on quality, privacy, or presentation. In this article, we’ll explore how you can master media sharing using Erome and why it stands out from the crowded field of hosting platforms. Erome is an online platform that allows users to create media galleries using image…  ( 5 min )

Every successful startup begins with a simple idea. But not all ideas turn into thriving businesses — in fact, most fail before they even reach the market. The key difference between a failed startup and a successful one often lies in how well the idea was validated before heavy investment. That's where the Minimum Viable Product (MVP) comes into play. In this blog, we’ll guide you through the journey from idea to MVP, focusing on how to effectively validate your startup concept and increase your chances of success. A Minimum Viable Product (MVP) is a stripped-down version of your product that includes just enough features to solve the core problem and satisfy early adopters. The primary goal of an MVP is validation — to test assumptions, collect user feedback, and iterate quickly before b…  ( 5 min )

日期卡片组件开发指南 项目概述 这是一个用于展示日期信息（包括公历、农历、星期）的卡片组件，基于ArkJS/ArkTS开发，采用模块化设计，通过DateTransfer类处理日期逻辑，DateCard结构体负责UI展示。 1、在空项目中选中entry右键选择Atomic Service（元服务） 2、选择一个模板并配置信息 3、在detecard目录下的pages文件夹添加卡片页面 4、日期数据处理模块（DateTransfer）负责处理日期逻辑，使用第三方库cjcalendar获取农历，在终端中输入：ohpm install cjcalendar下载第三方库。使用时先创建日期数据对象new DateTransfer()便能获取实时日期数据。 5、在资源文件中适配系统深浅色主题  ( 2 min )

Preparation Install DevEco Studio NEXT IDE, note that the version should be Next, the current latest is Beta3 2.Install Git, if you want to adapt to Android, you need to install Android Studio; if you want to adapt to ios, you need to install Xcode. Configuring environment variables # Flutter Mirror export PUB_HOSTED_URL=https://pub.flutter-io.cn export FLUTTER_STORAGE_BASE_URL=https://storage.flutter-io.cn # HarmonyOS SDK export TOOL_HOME=/Applications/DevEco-Studio.app/Contents/ export DEVECO_SDK_HOME=$TOOL_HOME/sdk # command-line-tools/sdk export PATH=$TOOL_HOME/tools/ohpm/bin:$PATH # command-line-tools/ohpm/bin export PATH=$TOOL_HOME/tools/hvigor/bin:$PATH # command-line- tools/hvigor/bin export PATH=$TOOL_HOME/tools/node/bin:$PATH # command-line-tools/tools/node/bin FLUTTER_STORAGE_BASE_URL=https://storage.flutter-io.cn PUB_HOSTED_URL=https://pub.flutter-io.cn DEVECO_SDK_HOME=C:\Program Files\Huawei\DevEco Studio\sdk JAVA_HOME=C:\Program Files\Huawei\DevEco Studio\jbr ` Edit the PATH and add the following path `bash C:\Program Files\Huawei\DevEco Studio\tools\hvigor\bin C:\Program Files\Huawei\DevEco Studio\tools\node If you need to use more than one version of Flutter in your project, you can consider using fvm. Install FVM Use the official flutter version with fvm `bash To install a customized version of flutter, go to the fvm/version directory, which is usually located in the user directory, e.g. ~/fvm/versions/3.22.0, copy the repository and rename it to the name custom_x.y.z. `bash https://gitee.com/openharmony-sig/flutter_  ( 3 min )

TL:DR The infamous intermediate plateau shows up for most learners around B1–B2: progress feels glacial, new words won’t stick, and real-world conversations still wobble. Research links the slowdown to fossilised errors, vocabulary gaps, motivation dips and “good-enough” comprehension that stops pushing the brain.(scispace.com, scotthyoung.com) The good news: targeted, higher-challenge habits consistently restart growth—and YAP turns each one into a built-in quest or reward. Below you’ll find the science, seven field-tested tactics, and a 21-day plan to punch through the plateau. Is the Intermediate Plateau? A natural slowdown, not failure: SLA studies describe a temporary flattening of measurable gains once basic communication is reached.(researchgate.net) Fossilisation risk: freque…  ( 4 min )

Ever feel like you're drowning in AI subscription fees? Yeah, us too. Look, we'll be honest with you – we've got a problem. We're absolutely obsessed with testing AI tools. Our browser has more AI tabs open than a NASA mission control center, and our credit card statements? Let's just say they tell a very expensive story of curiosity gone wild. But here's the thing that's been bugging us lately: Why are we all paying premium prices when some of the best AI tools are sitting right there, completely free? Three months ago, we decided to go on a mission. We were going to test every single free AI assistant out there and figure out which ones actually deserve a spot on your desktop. Not the paid versions, not the "free trials" that guilt-trip you into subscribing – the genuinely free ones that…  ( 8 min )

I've used a bunch of them — some for personal side projects, some in teams of 3–5, and others in fast-moving startups. What started as a search for “just a clean to-do list” turned into a bit of a rabbit hole. So here’s a summary of what I learned after testing (and fighting with) a dozen+ task trackers in 2025. If you’re looking for something that fits your brain, team, or workflow — maybe this helps. Choosing the right task tracker isn’t just about features. The way your tasks are organized affects how clearly you think, how well your team communicates, and whether you spend your day actually building things — or stuck trying to remember what you were doing in the first place. In 2025, most tools go beyond checkboxes. Many have built-in documentation, automations, integrations with your …  ( 5 min )

The localhost Struggle is Real. Hey, to all my fellow developers in the trenches of code! Let me guess if this "universal crisis" sounds familiar: You're at your desk, staring proudly at that page on localhost:3000 that has consumed countless hours of your life (and a good chunk of your hair). Suddenly, a notification "dings" on your screen. It's your boss/client/product manager: "How's that new feature coming along? Send me a link so I can check it out on my phone." For a moment, the world freezes. Your internal monologue probably goes something like this: "Check it out? How? Should I mail you my laptop?!" You can't exactly ask them to huddle around your screen, and you certainly don't want to go through the whole tedious process of deploying to a staging server just for a quick preview…  ( 8 min )

Check out this Pen I made!  ( 2 min )

Displaying large numbers in dashboards or reports can clutter your UI and overwhelm users. Let’s solve this by creating a custom Angular pipe that converts numbers into a more readable format — like 1,500 to 1.5K and 2,500,000 to 2.5M. In this post, you'll learn how to build a clean, reusable pipe that formats large numbers using suffixes like K, M, and B. Angular comes with built-in pipes (like date, currency, and number) — but sometimes you need more control. A custom pipe: Keeps templates clean Promotes reusability Keeps formatting logic separated from business logic In your Angular project, run the following command: ng generate pipe numberSuffix This creates a new file: number-suffix.pipe.ts. Open number-suffix.pipe.ts and replace the contents with: import { Pipe, PipeTransform } fro…  ( 4 min )

Sick of sleepless nights and groggy mornings? If so, you're not alone. Many people struggle with restless sleep, insomnia, and other sleep problems that can leave them feeling exhausted and irritable during the day. While there are many sleep supplements on the market, more and more people are turning to sleep gummies with melatonin as a preferred solution. So why are sleep gummies becoming the go-to choice for those in need of better sleep? Let’s start, Sleep gummies offer a flavorful and convenient method to obtain the rest you require. Unlike traditional supplements that may be difficult to swallow or have a bitter taste, sleep gummies are like a treat for your taste buds. With delicious flavors like cherry and strawberry, you'll look forward to taking your sleep gummi…  ( 3 min )

In modern UI design, there is often a need for unconventional rounded corner styles. This article provides an in-depth analysis of a dynamic Canvas-based rendering solution that can perfectly achieve hybrid effects combining inner and outer rounded corners through the combination of positive and negative radius values. Conditional Logic: When all four corners are either inner rounded corners or outer rounded corners, directly utilize ArkUI's standard borderRadius property: if ((this.topRadius >= 0 && this.bottomRadius >= 0) || (this.topRadius < 0 && this.bottomRadius < 0)) { Column() .height('100%') .width('100%') .borderRadius(Math.abs(this.topRadius + this.bottomRadius) / 2) .backgroundColor(this.active ? this.activeColor : this.inactiveColor) …  ( 5 min )

In Phase 01, we built the ingestion layer of our Retail AI Insights system. We streamed historical product interaction data into Amazon S3 (Bronze zone) and stored key product metadata with inventory information in DynamoDB. Now that we have raw data arriving reliably, it's time to clean, enrich, and organize it for downstream AI workflows. Transform raw event data from the Bronze zone into: Cleaned, analysis-ready Parquet files in the Silver zone Forecast-specific feature sets in the Gold zone under /forecast_ready/ Recommendation-ready CSV files under /recommendations_ready/ This will power: Demand forecasting via Amazon Bedrock Personalized product recommendations using Amazon Personalize AWS Glue Jobs: Python scripts to clean, transform, and write data to the appropriate S3 zone A…  ( 8 min )

This guide explains how to edit and configure GRUB on Arch Linux for a dual-boot setup with Windows 10, ensuring the GRUB menu displays correctly for selecting Arch Linux or Windows. Arch Linux and Windows 10 installed on a UEFI system. GRUB bootloader installed (sudo pacman -S grub). os-prober installed to detect Windows (sudo pacman -S os-prober). The main GRUB configuration file is /etc/default/grub. Edit it to customize boot behavior. Open the Configuration File: sudo nano /etc/default/grub Key Settings to Modify: Timeout and Menu Display: GRUB_TIMEOUT=5 GRUB_TIMEOUT_STYLE=menu - `GRUB_TIMEOUT=5`: Shows GRUB menu for 5 seconds. - `GRUB_TIMEOUT_STYLE=menu`: Ensures the menu is visible. Kernel Parameters: GRUB_CMDLINE_LINUX_DEFAULT="loglevel=3" loglevel=3: Reduces boot …  ( 4 min )

QuCode - 21DaysChallenge - Day 12 Day 12 Quantum Measurement & No-Cloning Theorem Code: https://github.com/paulobmsousa/QuCode_21DaysChallenge/blob/main/QuCode_Day12_QuantumMeasurement_No-CloningTheorem_Ex1.py  ( 3 min )

Ever been part of a "Cultural Initiative"? It goes something like this: Step Details An established company detects a trend that worries them, usually in the vein of talent acquisition or employee retention. "Oh no, we keep losing out to our competitors when we try to hire people!" or "We're getting resignations faster than we can replace them!" A focus group gets created They come back with a list of recommendations for some "cultural reform". The list is "prioritized" Major factors will include estimated cost, time to implement, and return on investment. The top couple of items on the list become a "cultural initiative". The company project management methodology will be invoked, and just like production work, the cultural project begins. Work continues... Until the budge…  ( 8 min )

Hey there, today I want to talk about unit testing on iOS and I'd like to start by discussing a different way to approach changes tracking in tests. Recently, I ran into an issue while using Swift Testing where I didn't know how to wait for a state change. In XCTest, we would use expectations to track changes and validate scenarios. While searching online, I found the confirmation function, which helps us track value changes. It works, but honestly, I found it a bit verbose - especially since it requires a completion block and nesting logic inside it. Swift Testing provides the confirmation function to help us deal with async flows, but it still feels very "XCTest-style" with manual fulfillment. Okay, it works and we can use it for sure. But, what about a different and simpler approach? Le…  ( 4 min )

1. Simpro 2. Workiz 3. Freshservice 4. ServiceTitan **5. Jobber 6. FieldEdge 7. ServiceMax 8. Kickserv 9. mHelpDesk 10. Microsoft Dynamics 365 Field Service ✅ Why These Tools Stand Out 📅 Smart Scheduling Minimizes technician idle time and boosts efficiency *💸 Automated Invoicing * 📱 Mobile Access Keeps field teams connected with real-time updates 🧰 Parts & Equipment Manages inventory to avoid delays *📊 Analytics Dashboard * 💡 How to Choose the Right Solution Industry Focus – Ensure the software caters to your specific trade’s compliance and equipment workflows. Integration Needs – Look for platforms that sync with your accounting, CRM, or communication tools. Mobile Experience – A reliable and intuitive mobile interface is non-negotiable for field teams. 📍 Final Take 🔍 Ready to elevate your field service? Explore these options and request a demo that aligns with your industry and growth goals.  ( 4 min )

As developers, we often focus on writing clean code, optimizing performance, or building new features. But growing a product or brand also requires effective outreach—whether it’s for link building, partnership development, or community growth. As an outreach specialist, I’ve seen how developers can level up their impact by integrating outreach best practices with their technical skills. Here are some practical outreach strategies tailored for devs: Use tools and APIs (like Hunter.io, Clearbit, or LinkedIn APIs) to gather prospect data quickly. Automate personalized email sequences with tools like Mailshake, Lemlist, or custom scripts. Instead of generic messages, pull in specific details (like a recent blog post, GitHub project, or tweet) to tailor your outreach and boost reply rates. If you’re into SEO, tiered link building can amplify your backlinks’ power. Use automation cautiously and always prioritize quality at every tier. Participate authentically in forums, Slack groups, or Discord servers related to your niche. Share helpful content and build real relationships before pitching. Track open rates, reply rates, and conversions. Use this data to improve your messaging and target the right contacts. Outreach isn’t just a marketing skill—it’s a growth lever developers can master to help their projects gain visibility and traction. What outreach tools or strategies have you found effective as a developer? Let’s share ideas!  ( 3 min )

React is a JavaScript library used for building user interfaces (UIs), especially for single-page applications where you need a fast and interactive user experience. It was developed by Facebook and is widely used in web development. Component-Based: UIs are built using components, which are reusable pieces of code that define how a part of the interface should look and behave. JSX Syntax: Uses a special syntax called JSX, which allows you to write HTML-like code inside JavaScript. Virtual DOM: React uses a virtual DOM to optimize rendering. Instead of updating the real DOM directly, it updates a lightweight copy first, then efficiently updates only the parts that changed. Unidirectional Data Flow: Data in React flows in one direction, making it easier to understand and debug applications.…  ( 4 min )

10 Free Public APIs I’m Actually Using as a Developer in 2025 Emmanuel Mumba ・ Jun 11 #webdev #programming  ( 2 min )

Ever clicked a “Login with Google” button or granted a new photo app permission to access your Dropbox files? If so, you’ve already experienced OAuth 2.0 — even if you didn’t realize it at the time. Think of it like this: you wouldn’t hand the valet at a hotel your entire keychain with your house, office, and safe deposit box keys just to park your car, right? You’d give them a valet key — a key that lets them do one specific thing and nothing else. OAuth 2.0 works the same way in the digital world. It’s a secure authorization protocol that lets applications access specific user resources without ever sharing the user’s password. And if you’re building modern web, mobile, or API-first apps, understanding OAuth 2.0 is a must. In this post, we’ll break down the what, why, and how of O…  ( 9 min )

In a recent blog post titled "I Was So Angry, I Built My Own", I articulated the frustrations that often drive developers to build bespoke solutions. The article hints the creation of a project management tool designed to address shortcomings found in existing commercial offerings. While the ingenuity and comprehensive feature set of the described solution are commendable, particularly its embrace of modern development paradigms, it also raises pertinent questions regarding architectural complexity and the optimal distribution of responsibilities within a system. This follow-up looks into the implementation decisions discussed in the original post, contrasting them with an eye towards technical requirements and the overarching goal of complexity reduction. We will specifically examine the …  ( 7 min )

In today’s cloud-native world, managing microservices at scale requires more than just containers and Kubernetes. That’s where Istio, a powerful open-source service mesh, steps in — offering observability, security, and traffic control for your applications without changing your code. 🔍 What Is Istio? Service discovery Load balancing Traffic routing Metrics collection Security policies ⚙️ Key Components of Istio Pilot Citadel Mixer (Deprecated in recent versions) Istiod 🔐 Why Use Istio? ✅ Traffic Management: Split traffic between service versions for canary deployments, A/B testing, or blue-green releases. ✅ Observability: Automatically generate metrics, logs, and distributed traces for all services using tools like Prometheus, Grafana, and Jaeger. ✅ Resilience: Implement retries, timeouts, and circuit breakers without touching application code. 🌐 Istio in the Real World Getting Started Label your namespace for Istio injection Deploy services Use VirtualServices and DestinationRules to control traffic Monitor traffic using Prometheus and Kiali dashboards 🔚 Conclusion Whether you’re just getting started or scaling a mature environment, Istio Service Mesh brings enterprise-grade networking and observability to your cloud-native stack For more insights, Kindly follow: Hawkstack Technologies  ( 4 min )

Your AI-Powered Dream & Mood Analyst with Runner H 🧠💤 Vida Khoshpey ・ Jun 11 #devchallenge #runnerhchallenge #ai #mentalhealth  ( 3 min )

Introduction: Developers Take Center Stage at WWDC 2025 WWDC 2025 delivered one of Apple’s most developer-focused events in years. From a sweeping “Liquid Glass” design refresh to powerful under-the-hood updates, there was no shortage of news for those of us building apps for the Apple ecosystem. Below, I break down each major theme—everything you need to know. What Changed: Across iOS, macOS, iPadOS, watchOS, and tvOS, Apple introduced a translucent, fluid aesthetic that some are already likening to Windows 7’s Aero. Pros & Cons: Pros: A fresh, modern vibe; consistent visual language across all platforms. Cons: Blurred text in Messages can hit accessibility and contrast in edge cases, and animations feel sluggish unless you enable “reduced motion” (which brings its own quirks). …  ( 5 min )

In HarmonyOS development, the need to modify image colors often arises in scenarios such as theme switching, status indication, or style unification. The following comprehensively covers technical principles, implementation methods, and optimization strategies across various scenarios including vector graphics, bitmaps, and dynamic rendering: fillColor 1. Core Principles and Use Cases Vector graphics (e.g., SVG, AI) describe shapes through mathematical paths, allowing direct modification of fill colors using the fillColor property. Advantages include: Lightweight Rendering: No additional resource files required; color changes via property configuration Dynamic Responsiveness: Real-time color switching based on runtime states (e.g., theme mode, interaction state) Consis…  ( 5 min )

I. Core Features of ArkUI Framework Declarative Syntax ○ Replaces imperative code with natural and intuitive UI description syntax, allowing developers to focus on UI presentation logic rather than interface updates. Cross-Platform Collaboration and Efficient Rendering ○ Supports one-time development for multi-terminal deployment (e.g., phones, tablets, vehicle systems). Fine-grained UI update binding via compile-time optimization enhances layout rendering performance. Multi-Dimensional State Management ○ Provides a flexible state management mechanism, supporting state sharing and responsive updates between components. Basic Interactive Components ● Button Triggers operations, supporting custom text, types (normal/capsule), click effects, and event binding (e.g., form submission, link…  ( 4 min )

In 2025, translating documents isn’t just faster — it’s smarter, cleaner, and layout-perfect. From scanned PDFs and subtitles to Excel-heavy reports and legal files, the way we process multilingual content has completely evolved thanks to AI. Whether you're managing contracts across languages, handling international business paperwork, or localizing academic content, AI tools have made it possible to translate documents while preserving formatting, structure, and intent — something earlier methods consistently failed at. Manually translating files often creates friction: Tables and layouts get broken during the process Scanned documents require extra steps like OCR Translation consistency is hard to maintain across long documents Simple tools like Google Translate don't ret…  ( 5 min )

When developing an ERP system, department tree lists are often used. The page mainly consists of a search box, a top-level department breadcrumb, and a multi-level department list. Each department list item is composed of a department name and a right-pointing arrow indicating the next level. Clicking on the department name area can pass department data back to the previous page, while clicking on the next-level arrow button can display the next-level department list and add the parent department to the top breadcrumb. The department tree data consists of multiple department information objects. Each department object contains an array of subordinate departments, which may nest multiple child department objects. The JSON data used here is as follows: [ { "DepartCode": 0, "Depart…  ( 6 min )

The commonly used map-based house search function involves adding custom markers for regions, business districts, properties, etc., on the map, combined with the filtering logic of the application. Here is a simple implementation of adding region/business district and property markers using HarmonyOS ArkUI. Register the application on the Huawei Developer Website, then enable the Map Kit service in My Projects > My Apps > API Management. Configure the client_id in the module.json5 file of the entry module. The client_id can be found in Project Settings > General > App. You may need to configure the public key fingerprint; refer to the developer website for details. "module": { "name": "xxxx", "type": "entry", "description": "xxxx", "mainElement": "xxxx", "deviceTypes": [ …  ( 6 min )

🧠 Automating My Day Like a Boss: My AI Assistant Setup with Runner H Harry Henshaw ・ Jun 12 #devchallenge #runnerhchallenge #ai #machinelearning  ( 3 min )

🧠 Automating My Day Like a Boss: My AI Assistant Setup with Runner H This is the kind of assistant I always wished I had — and now I do. 🎯 What My Runner H Agent Does Checks my email, school dashboard, and calendar for: Homework deadlines Upcoming tests Events or schedule changes Important messages Prioritises tasks using the Eisenhower Matrix: Creates a Daily Focus Document (Google Doc) with: ✅ Top Priorities ⚡ Quick Wins 📌 Reminders 📋 Notes (summarised from long messages/emails) Posts a short summary in Discord: Top 3 tasks ⚠️ Urgent alerts Calm, focused tone like a productivity coach 🧪 How I Built It “Act as my personal executive assistant. Every morning at 7:30am, scan my inbox, school dashboard, and calendar. Collect homework deadlines, upcoming tests, events, and urgent messages. Organise them using the Eisenhower Matrix. Create a daily focus doc in Google Docs with Top Priorities, Quick Wins, Reminders, and Notes (summarised from long messages). Then, post a short 3-sentence summary in Discord with the top task and any urgent alerts. Use a calm, focused tone.” I linked: Gmail Google Calendar Google Docs Discord (via webhook) I added test data to simulate deadlines and announcements. It worked beautifully. The daily document was clean and helpful, and the Discord message gave me just the right nudge to start my day. 💡 Why This Matters 🔧 Test It Yourself A Gmail account A calendar with events or assignments Google Docs connected in Runner H A Discord webhook URL 📢 Community Sharing Follow @hcompany_ai for updates and let’s push the future of work forward. 💼⚡ 🏆 Why I Think This Could Win Follows a proven task management method (Eisenhower Matrix) Simple but powerful routine — not just flashy, but useful Clear documentation, easy to replicate Adds a human touch with a calming tone Thanks for reading — and good luck to everyone in the challenge! Let’s build the future. 🧠⚙️  ( 4 min )

Big Data and Artificial Intelligence (AI) are two of the most transformative technologies in the modern digital world. When used together, they form the foundation of intelligent systems that can process, learn, and make decisions faster and more accurately than ever before. This powerful combination is reshaping industries, improving efficiencies, and unlocking new possibilities in everything from healthcare and finance to transportation and e-commerce. At the core of this synergy is the relationship between data and intelligence. Big Data refers to the vast volumes of structured and unstructured data generated every second—from social media posts and online transactions to sensor readings and GPS data. On the other hand, AI encompasses the algorithms and models that can mimic human intel…  ( 4 min )

Complete Notes A complete, structured overview for mastering frontend development — from understanding the web to deploying powerful interactive apps. Front-end vs. Back-end vs. Client-side vs. Server-side How Browsers Work — HTML → CSS → JS execution ✅ Checklist: I can clearly explain how the web works I know what client-server architecture is 🏗️ 2. Interface Development (HTML & CSS) 🛠️ HTML & CSS Fundamentals HTML: Elements, semantics, forms, accessibility CSS: Selectors, box model, positioning, responsive design 📚 Resources MDN Web Docs freeCodeCamp CSS Tricks ✅ Checklist: Use semantic HTML properly Create responsive layouts with Flexbox & Grid 🧩 Project Idea: Recreate a modern homepage using semantic HTML and respo…  ( 3 min )

With remote work now a cornerstone of modern business – 63% of companies have adopted it as a standard practice, according to Forbes (2024) – remote employee time tracking has become essential for ensuring productivity, accountability, and team success. But tracking time in a distributed workforce isn’t just about logging hours; it’s about fostering trust, streamlining workflows, and respecting work-life balance. Done wrong, it can lead to frustration, mistrust, and inefficiency. This blog explores the key dos and don’ts of remote employee time tracking to help managers and employees navigate this critical process effectively. The challenges of remote work are unique, particularly when it comes to managing time. Without the structure of a physical office, employees have more flexibility in…  ( 9 min )

Build an AI Trading Agent with LunarCrush + Google Gemini in 20 Minutes Transform social media buzz into actionable trading signals using real-time sentiment analysis and AI-powered recommendations Most traders rely on price charts and technical indicators - but by then, you're already behind. Social media buzz happens before price movements, giving you a crucial edge. The challenge? Processing thousands of social mentions manually is impossible. That's where AI-powered social sentiment analysis comes in. In this tutorial, you'll create a production-ready AI Trading Agent that: ✅ Analyzes 5 cryptocurrencies using LunarCrush's unique social metrics ✅ Generates BUY/SELL/HOLD signals with Google Gemini AI and confidence scores ✅ Tracks progress in real-time through a 7-step analysis pip…  ( 16 min )

You can upload multiple files using multer in Node.js and return their filenames. Here's how: 1. Setup Express & Multer npm install express multer cors 2. Configure the Server const express = require('express'); const multer = require('multer'); const cors = require('cors'); const app = express(); app.use(cors()); const storage = multer.diskStorage({ destination: './uploads/', filename: (req, file, cb) => { cb(null, Date.now() + '-' + file.originalname); } }); const upload = multer({ storage: storage }); app.post('/upload', upload.array('files', 10), (req, res) => { const filenames = req.files.map(file => file.filename); res.json({ message: 'Files uploaded successfully', filenames }); }); app.listen(3000, () => console.log('Server running on port 3000')); 3. Frontend Fetch Request Upload function uploadFiles() { const fileInput = document.getElementById('fileInput'); const files = fileInput.files; const formData = new FormData(); for (let file of files) { formData.append('files', file); } fetch('http://localhost:3000/upload', { method: 'POST', body: formData }) .then(response => response.json()) .then(data => console.log('Uploaded Files:', data.filenames)) .catch(error => console.error('Error:', error)); } 4. Running the Project Open the HTML file in your browser. Select multiple files and click "Upload."  ( 3 min )

Using the fetch method, you can send files from the frontend to your Node.js backend for processing. Here's a simple example: 1. Backend (Node.js with Express & Multer) const express = require('express'); const multer = require('multer'); const cors = require('cors'); const app = express(); app.use(cors()); const storage = multer.diskStorage({ destination: './uploads/', filename: (req, file, cb) => { cb(null, file.originalname); } }); const upload = multer({ storage: storage }); app.post('/upload', upload.single('file'), (req, res) => { res.json({ message: 'File uploaded successfully', filename: req.file.filename }); }); app.listen(3000, () => console.log('Server running on port 3000')); 2. Frontend (Using fetch to Upload File) Upload function uploadFile() { const fileInput = document.getElementById('fileInput'); const file = fileInput.files[0]; const formData = new FormData(); formData.append('file', file); fetch('http://localhost:3000/upload', { method: 'POST', body: formData }) .then(response => response.json()) .then(data => console.log(data)) .catch(error => console.error('Error:', error)); } 3. Running the Project Open the HTML file in your browser, select a file, and click "Upload." This will send the file to the backend using the fetch method and store it in the uploads directory. Would you like to extend this to store blog content dynamically in a database?  ( 3 min )

Today’s Key Decision: Reworking the LP Structure I originally had a rough LP structure mapped out by Day 2, but after sitting with it, I realized it wasn’t strong enough. So today, I took a step back to revisit: Step 1: Project Purpose Step 4: LP Wireframe (HTML Mockup) This meant rewriting my objectives and redefining how each section connects to user intent. It was a difficult but necessary reset. The new flow feels much more aligned with the story I want the page to tell. Step 4.5: Information architecture & content prioritization This step ended up being naturally integrated into Step 4 during the restructuring. With that handled, I moved on to Step 5. Step 5: Copywriting I wrote all core copy for the new layout. Headlines, subheads, and body content. To make the tone feel more rooted in the region, I experimented with adding local dialect terms from the farming area. It’s subtle, but I think it adds a sense of personality and authenticity. Compared to my initial draft, this version feels more alive, more honest, more me. That’s always a good sign. Reflections Rewriting structure mid-way costs time and I was lucky this was a personal project. If this were a real client project with a tight deadline, the reset would’ve been dangerous. I’m reminded how critical it is to lock purpose and user goals before building layout. Also the more I write and build for this farm, the more affection I feel for them. That’s the magic of creative work. It turns research into care. Next Step Step 6: Design (desktop/mobile) Let’s keep building! Date: June 10, 2025 tags: portfolio,,webdev,,copywriting,,ux,,learning  ( 3 min )

1. Initialize Your Project mkdir my-blog cd my-blog npm init -y npm install express multer body-parser ejs 2. Configure Express Server const express = require('express'); const multer = require('multer'); const path = require('path'); const bodyParser = require('body-parser'); const app = express(); app.use(bodyParser.urlencoded({ extended: true })); app.use(express.static('uploads')); app.set('view engine', 'ejs'); const storage = multer.diskStorage({ destination: './uploads/', filename: (req, file, cb) => { cb(null, file.fieldname + '-' + Date.now() + path.extname(file.originalname)); } }); const upload = multer({ storage: storage }); app.post('/upload', upload.single('image'), (req, res) => { res.render('blog', { image: req.file.filename }); }); app.get('/', (req, res) => { res.render('index'); }); app.listen(3000, () => console.log('Server running on port 3000')); 3. Create Blog Templates Upload Create a blog.ejs file to display the uploaded file: Uploaded Blog Image " alt="Blog Image"> 4. Run Your Blog http://localhost:3000. Would you like to integrate a database to store blog content dynamically? I can help with that too  ( 3 min )

I've been eying OpenRewrite for some time, but I haven't had time to play with it yet. In case you never heard about OpenRewrite, OpenRewrite takes care of refactoring your codebase to newer language, framework, and paradigm versions. OpenRewrite is an open-source automated refactoring ecosystem for source code, enabling developers to effectively eliminate technical debt within their repositories. It consists of an auto-refactoring engine that runs prepackaged, open-source refactoring recipes for common framework migrations, security fixes, and stylistic consistency tasks – reducing your coding effort from hours or days to minutes. Build tool plugins like the OpenRewrite Gradle plugin and the OpenRewrite Maven plugin help you run these recipes on one repository at a time. While the origina…  ( 7 min )

Core Components and Implementation 1. AI and Context Management Retrieval-Augmented Generation (RAG): The system uses a RAG pipeline to provide dynamic, context-aware responses. Instead of relying only on the LLM's pre-trained knowledge, the RAG model retrieves relevant, up-to-date information from our data sources and uses this context to generate a more accurate analysis. Conversational Context: We used LangChain's BufferMemory to manage conversation history. This was configured with a 2000-token sliding window, allowing the system to maintain context across multiple user interactions within a session for coherent multi-turn dialogue. 2. Data Processing and Performance Asynchronous Data Processing with Web Workers: To keep the UI responsive during intensive data transf…  ( 4 min )

Authentication is a fundamental aspect of modern web and mobile applications. It ensures that users can securely access an app while protecting their data. Firebase, a platform developed by Google, offers a simple and efficient way to add authentication to your app. In this article, I’ll walk you through the steps to authenticate your app using Firebase. Whether you're working on a web or mobile application, Firebase provides a straightforward way to integrate various authentication methods. By the end of this article, you'll have a fully functional authentication system that allows users to sign up, sign in, and manage their accounts securely. Before we begin, you need to have the following: A Google Account: Firebase is a Google product, and you need a Google account to access the Fireba…  ( 9 min )

Stop guessing which loop to use. Here's a simple, real-world guide to choosing between for and while loops in C#. Stop guessing which loop to use. Here's the simple decision framework. Ever stared at your code wondering: "Should I use a for loop or while loop here?" You're not alone. This confusion trips up beginners constantly, and I see experienced developers make the wrong choice too. Here's the truth: picking the right loop isn't about syntax, it's about intent. Let me show you exactly when to use each one, with real examples you'll actually encounter. Use for loops when: You know exactly how many times to repeat Use while loops when: You repeat until some condition changes That's it. Everything else flows from this. Perfect for countable operations: Example 1: Processing Arrays …  ( 5 min )

Your AI-Powered Dream & Mood Analyst with Runner H 🧠💤 Vida Khoshpey ・ Jun 11 #devchallenge #runnerhchallenge #ai #mentalhealth  ( 2 min )

"What should I watch tonight?" It's a question that often leads to an hour of scrolling and no decision. To solve this, I decided to build a web app that could answer that question for me. In this article, I'll walk you through how I created Mood Recommender, a simple tool that uses the Google Gemini API, HTML, and JavaScript to suggest content based on your feelings. Let's dive in! Live Demo: https://noanynameforme.github.io/Mood-Recommender/ https://github.com/NoAnyNameForMe/Mood-Recommender  ( 3 min )

If you're building AI systems, data pipelines, or backend services in Python, you’ve probably run into weird bugs with mypy not picking up types or imports mysteriously failing—especially when you’re working across microservices or large codebases. Chances are… you’re using a namespace package (maybe without even knowing it). Let’s break it down. 📦 Regular Packages vs Namespace Packages init.py file project/ init.py Namespace Packages init.py needed src/coretools/featurestore/ With namespace packages, coretools.featurestore.encoder and libs.featurestore.scaler can coexist under the same import path. Or in mypy.ini: Use p your.package.name instead of just the folder Set MYPYPATH + -explicit-package-bases if your source layout is non-standard Still struggling? Add dummy init.pyi or init.py This helps tools infer structure even in namespace packages. 🧾 Summary Table “Namespaces are one honking great idea — let's do more of those.” 🔍 TakeAway If you're building modular AI pipelines, ML services, or shared tooling across teams—you need to understand how namespace packages and tools like mypy interact. It's the difference between silent bugs and confident code. Have you hit these issues in production or CI? Let’s compare notes 👇  ( 4 min )

About Author On June 10, 2025, the Apache team released a security advisory for a critical vulnerability in Kafka Connect: CVE-2025-27817. This flaw allows unauthenticated attackers to remotely read arbitrary files from the server—no user interaction required. If you’re using Apache Kafka Connect or systems that integrate it (like Apache Druid), you need to patch ASAP. Kafka Connect’s vulnerability comes from insecure handling of two configuration parameters: sasl.oauthbearer.token.endpoint.url sasl.oauthbearer.jwks.endpoint.url These were not properly sanitized. By crafting malicious URLs, attackers can trigger arbitrary file reads or even perform SSRF (Server-Side Request Forgery). Arbitrary File Read: Attackers can access sensitive files on the server, including credentials and config files. No authentication required Works under default configuration High risk, easy to exploit Impacts remote systems over the network Apache Kafka: 3.1.0 – 3.9.0 Don’t expose Kafka Connect directly to the internet. In standalone mode, check and restrict the following: connect-standalone.properties: listeners, rest.host.name In distributed mode: connect-distributed.properties: listeners, rest.host.name Use a Web Application Firewall (like SafeLine) or firewall rules to block suspicious requests to /connectors with file paths. Apache has released version 3.9.1, which addresses this issue. Upgrade now: Download Kafka 3.9.1 Product Support for Detection/Protection YunTu Fingerprint & PoC detection supported DongJian Detection support released on June 11 SafeLine Detects exploit behavior starting June 11 QuanXi Exploit detection supported by default June 10, 2025: CVE disclosure and advisory published by Apache and Changting Security Team. Apache Mailing List Disclosure GitHub Repository Official Docs Discord Community  ( 4 min )

Let’s explore the evolving DNA of modern software testing and how it’s driving smarter software delivery. Gone are the days of “test-after-build.” ✅ Proactive testing reduces downstream costs and accelerates delivery. Automation is no longer a nice-to-have — it’s essential. But not everything should be automated. Effective teams: Automate repetitive, high-volume tests (like regression and smoke) Keep humans in the loop for exploratory, usability, and creative testing Continuously monitor flaky test suites 🧠 It's not about how much you automate, but how smartly you do it. Modern systems are complex. APIs, microservices, third-party integrations — they all need testing. QA engineers today: Validate APIs and contracts Simulate data in isolated environments Test for scalability, load, and failure conditions 🚀 Testing behind the UI = better coverage and faster feedback loops. Measuring success by “number of test cases” is outdated. Now, teams focus on: Defect leakage rate Time to detect & time to fix Test coverage for critical business flows Flakiness & stability of automation suites 📊 Real metrics drive real quality. Testers are no longer the gatekeepers — they’re collaborators. 👏 The best testers today act as user champions, not just bug hunters. Software testing in 2025 is strategic, continuous, and collaborative. Let’s stop treating QA as a checkbox and start recognizing it as the core of software excellence. 💬 How are you modernizing your testing process? Share your approach 👇  ( 4 min )

Last Sunday 08 June, we successfully held our first-ever EvoAgentX Community Call, where we shared exciting updates, discussed our vision for self-evolving AI agents, and explored opportunities for collaboration within the community. It was a productive and engaging session, and we’re thrilled to share the recording with all of you! Here’s a quick recap of what we covered in the call: 👉 Watch the recording here https://www.youtube.com/watch?v=ST3KOXs6TRU If you’re excited about the potential of EvoAgentX, we encourage you to Star our GitHub repository and stay updated with our journey. Your support is invaluable, and together, we can help shape the future of AI. 🔗 Visit our GitHub and Star the project! https://github.com/EvoAgentX/EvoAgentX Let’s continue to evolve together and build something amazing with EvoAgentX! AI #OpenSource #EvoAgentX #SelfEvolvingAI #MachineLearning #AICommunity #Innovation #GitHub #LLM #CommunityCall #TechUpdates  ( 3 min )

Ping Tool Development Practice in HarmonyOS Network Tools About HarmonyOS 5 HarmonyOS 5 (also known as HarmonyOS Next) represents a revolutionary step in the evolution of Huawei's distributed operating system. As someone who has been following its development closely, I can attest to the remarkable improvements in this version. The system's microkernel architecture not only enhances security but also provides unprecedented flexibility in cross-device collaboration. What excites me most about HarmonyOS 5 is its focus on developer experience - the new ArkTS language, enhanced UI components, and improved debugging tools have made development much more efficient. The distributed capabilities allow us to create truly seamless experiences across different devices, from smartphones t…  ( 6 min )

When working with MongoDB, it’s easy to think you’re dealing with JSON. After all, the queries, documents, and API responses all look like JSON. But MongoDB is not storing JSON. It’s storing BSON—a binary format designed for efficient storage and fast traversal. BSON (Binary JSON) is more than just a binary version of JSON. It introduces additional data types like ObjectId, Decimal128, and Timestamp, allowing MongoDB to handle more complex data structures and ensure data integrity. While we might rarely interact with raw BSON directly, understanding how MongoDB stores and processes BSON documents can help us write more efficient queries, handle data conversions properly, and debug unexpected behavior. In this guide, we’ll take a look at some of BSON’s key concepts, how it maps to Java type…  ( 15 min )

Nota: ✋ Este post se publicó originalmente en mi blog wiki-cloud.co Introducción En un entorno empresarial cada vez más dinámico, la capacidad de adaptarse rápidamente a los cambios tecnológicos se ha convertido en un factor clave para la competitividad. Las organizaciones que dependen de aplicaciones legacy o con arquitecturas ya obsoletas, donde muchas de estas fueron desarrolladas hace años o incluso décadas, se enfrentan a desafíos importantes como la dificultad para escalar, altos costos de mantenimiento, limitaciones en la integración con tecnologías modernas y ciclos de desarrollo más lentos. La modernización de estas aplicaciones no es simplemente una cuestión técnica, es una necesidad estratégica para impulsar la innovación, mejorar la experiencia de los clientes y reducir el ti…  ( 7 min )

GitHub Copilot Agent, as of June 2025, looks much more capable than it did 2 months ago. Abstract: After the appearance of the GitHub Copilot Agent, I decided to try it on my real-life ASP.NET8 project of 123.000 SLOC. I tried some limited-scope tasks, and the initial results are much better than my GitHub Copilot tests two months ago. I am working on the development of .NET8/C#/ASP.NET8/EF8 application, which is now around 123.000 lines of code (SLOC), out of which 50.000 is EF-database-first model, in Visual Studio 2022. I have a subscription to GitHub Copilot Pro + license. So far, that AI tool has been good for limited-scope tasks. I wanted to try the new GitHub Copilot Agent mode. Below are notes from my regular work. Environment is: Visual Studio 2022, 17.14.4 GitHub Copilot (GHC). …  ( 8 min )

1. Static Type System: The Compile-Time Security Guard If programming languages are analogous to natural languages, dynamic typing is like "handwritten shorthand"—fast but prone to scribbled errors—while static typing resembles "printed text": standardized and rigorous, though requiring upfront structuring. As the core development language for HarmonyOS 5, Cangjie chooses a static type system as its security foundation. In Cangjie, the types of all variables and expressions are determined at compile time. Take this simple addition function, for example: func add(x: Int8, y: Int8) -> Int8 { return x + y } If you attempt to pass string parameters like add("1", "2"), the compiler will throw an error immediately, rather than letting the program crash at runtime. This design brings…  ( 5 min )

GitHub Copilot Agent, as of June 2025, looks much more capable than it did 2 months ago. Abstract: After the appearance of the GitHub Copilot Agent, I decided to try it on my real-life ASP.NET8 project of 123.000 SLOC. I tried some limited-scope tasks, and the initial results are much better than my GitHub Copilot tests two months ago. I am working on the development of .NET8/C#/ASP.NET8/EF8 application, which is now around 123.000 lines of code (SLOC), out of which 50.000 is EF-database-first model, in Visual Studio 2022. I have a subscription to GitHub Copilot Pro + license. So far, that AI tool has been good for limited-scope tasks. I wanted to try the new GitHub Copilot Agent mode. Below are notes from my regular work. All below was done with: Visual Studio 2022, 17.14.4 GitHub …  ( 9 min )

Introduction: As a step that's already disrupting the tech industry, Apple is getting ready to launch its newest innovation — Apple's new liquid glass UI. The revolutionary interface will revolutionise user interaction on Apple devices, presenting a more immersive, fluid, and intuitive experience than ever. What is Apple's New Liquid Glass UI? Apple's Liquid Glass UI is said to combine real-time dynamic elements with sophisticated glass-like visuals, featuring ultra-smooth transitions, depth, and light reflections that resemble real glass. It's a departure from flat design to something more immersive and tactile. Key Features to Look Forward To: Next-Generation Visual Appearance: Liquid transitions and glow-like reflections will add more visual beauty to the UI. Improved Responsiveness: Closer touch feedback and quicker response times. Deeper Integration with AR: Flawless layering of UI with AR content for an integrated mixed-reality experience. Battery & Performance Optimisation: Even with the visual upgrades, Apple is targeting efficiency, taking advantage of its M-series chips. Why It Matters: This is more than a visual refresh — it's Apple restating its dominance in UX design. The liquid glass UI fits into Apple's broader move into spatial computing, perhaps laying the groundwork for next-generation hardware such as the Vision Pro and future iPhones. Conclusion: Apple's new liquid glass UI is a forward-thinking leap in design and functionality. As a developer, designer, or regular user, Apple's future ecosystem is set to be more interactive and visually appealing than ever.  ( 3 min )

🚀 React + Vite App Deployment to AWS S3 using GitHub Actions This project demonstrates how to deploy a React + Vite application to an AWS S3 bucket using a CI/CD pipeline powered by GitHub Actions. Once pushed to the main branch, the app is automatically built and deployed. Before you begin, ensure you have: ✅ AWS account with S3 access ✅ An S3 bucket created and configured for static website hosting ✅ IAM user with AmazonS3FullAccess (or custom limited policy) ✅ GitHub repository with your React + Vite code ✅ Basic knowledge of GitHub Actions Go to AWS IAM Console Create a user with Programmatic Access Attach the following policy (minimum required): Go to the AWS S3 Console Click Create bucket Provide: Bucket name: your-unique-bucket-name Region: e.g., Asia Pacific (Mumbai) …  ( 4 min )

Leveraging Event-Driven Architecture in JavaScript Introduction Event-Driven Architecture (EDA) is a powerful paradigm used primarily in asynchronous programming, especially in JavaScript. Its flexibility and scalability make it indispensable for modern web applications, allowing for responsive, interactive user experiences and facilitating scalable application designs. This comprehensive article delves deep into EDA, tracing its historical development, providing advanced coding examples, and exploring real-world applications, performance considerations, potential pitfalls, and advanced debugging techniques. JavaScript was introduced in 1995 as a simple scripting language for enhancing interactivity in web pages. Initially, event handling was rudimentary, primarily relying on …  ( 6 min )

Moving to the cloud has long ceased to be a “fashionable trend” — today it is a strategic necessity. Cloud technologies allow you to increase the fault tolerance, flexibility and scalability of your IT infrastructure. However, migrating to the cloud is not just copy-pasting servers onto virtual machines. The wrong approach can lead to increased costs, downtime of business processes and even data leakage. In this article, we will analyze the key stages of proper migration and what you should pay attention to in order not to step on the rake. Why should a business move to the cloud? Main approaches to migration: Lift-and-shift (rehosting) Refactoring / Re-architecting Replatforming Step-by-step migration strategy Analysis of the current infrastructure Choosing a cloud model Choosing a cloud provider Migration planning Security and compliance Training and support Common mistakes during migration Conclusion If you need help in this process, then contact our team of professionals. Our site: https://vilengy.com/en/ info@vilengy.com  ( 4 min )

Today I will show you how to build a real time ML system to predict credit card fraud on top of the TurboML platform. Feel free to adjust the code to your own use case crypto price prediction click-through rate prediction anomaly detection, or whatever problem that needs ML models to quickly adapt to changing patterns Let's dive in! All the code is available in this Github repository ⭐ The problem Behind the scenes, your credit card issuer (e.g. Visa, Mastercard, etc.) runs a real time ML system, that Ingests the transaction data Enriches the data with additional features (aka feature engineering). Pipes these feature into a Machine Learning model. In this case, a classification model that outputs a fraud score. If the score is above a certain threshold, the transaction is flagged as a f…  ( 7 min )

“I thought I needed a VR headset and expensive software to explore Virtual Reality — until I clicked a link… and suddenly, I was inside a 3D world.” It was smooth. Immersive. Instant. No downloads. No installations. That’s when I discovered the power of Web-based Virtual Reality (WebVR) — a fast-growing frontier where the web meets immersive tech. In this article, I’ll guide you through how to build VR environments online using accessible web technologies, share practical tools and tips, and help you imagine what’s possible when Virtual Reality becomes just a URL away. 🌍 What Is WebVR? Thanks to technologies like WebXR API, A-Frame, and Three.js, you can create fully immersive environments that work across devices: phones, desktops, tablets, and VR headsets. Why does this matter? Because …  ( 5 min )

Problem Description After deploying the DolphinScheduler cluster using the one-click deployment script according to the production manual, the login page of the web console could be opened, but the default account could not log in no matter what. I tried clearing the login user field in the database and found that there was no relevant user field in the database. Then, when attempting to initialize the database using the DolphinScheduler initialization script, the connection to the database failed. Error message: Loading class `com.mysql.jdbc.Driver'. This is deprecated. The new driver class is `com.mysql.cj.jdbc.Driver'. The driver is automatically registered via the SPI and manual loading of the driver class is generally unnecessary. 16:16:08.294 [main] ERROR com.alibaba.druid.pool…  ( 6 min )

The promise of Artificial Intelligence often conjures images of massive data centers and powerful cloud infrastructures. While cloud-based AI continues to drive significant advancements, a parallel revolution is unfolding at the very edge of the network: real-time AI inference on resource-constrained devices. This paradigm, often termed "Edge AI" or "TinyML," is transforming how smart applications are built, offering unprecedented opportunities for low latency, enhanced privacy, reduced bandwidth consumption, and robust offline capabilities. Unlike cloud AI, where data must travel to a remote server for processing, edge AI brings the computational power directly to the source of the data, enabling immediate action and decision-making where it matters most. TinyML refers to the field of ma…  ( 8 min )

In the ever-evolving landscape of web security, rate limiting has become a fundamental technique to mitigate automated threats such as bot traffic, brute-force attacks, and denial-of-service attempts. SafeLine WAF (Web Application Firewall) implements rate limiting with a focus on precision, performance, and extensibility. This article provides a deep dive into how SafeLine currently handles rate limiting and what enhancements are on the roadmap. SafeLine’s current rate limiting strategy is IP-centric, which means it tracks the volume of requests originating from each unique client IP address within a defined time window (typically per second). SafeLine continuously monitors the requests per second (RPS) for each source IP. Once a request rate exceeds a configured threshold, the system…  ( 4 min )

The "tiny" systems language with a punch! Don't let Go's simplicity fool you; it's a beast! Look at infra. Docker? That's Go. After 10 years of coding, here’s one golden rule I’ve learned: Don’t memorize syntax. That’s what Google’s for. Instead, focus on the core ideas of a language, in its natural habitat.. For Python, that’s ML. So that's what we’re doing here: core Golang concepts by building a server app. This tutorial is for intermediate to advanced beginners. Interface-Driven Design. TCP is a reliable server connection. Let's get straight into it: package main import ( "fmt" "net" ) func OnConnect(conn net.Conn) {} func main() { ln, err := net.Listen("tcp", ":9000") if err != nil { panic(err) } fmt.Println("Server listening on :9000") for { conn, err := ln.A…  ( 6 min )

Data types matter in SQL. Whether you’re comparing values or formatting results, type mismatches can cause problems. That’s where the CAST function comes in—it converts data types explicitly, cleanly, and consistently. Let’s look at how to use it effectively. CAST Examples String to Integer SELECT CAST('100' AS INT); Float to INT SELECT CAST(42.69 AS SIGNED); INT to Decimal SELECT CAST(3 AS DECIMAL); String to Date SELECT CAST('2024-12-21' AS DATE); INT to String SELECT CAST(42 AS CHAR); Best Practices Use CAST when explicit conversion improves clarity. Avoid casting unless required—some conversions happen automatically. Prefer date-specific functions for formatting over generic casting. Be cautious with numeric rounding. FAQ Is CAST cross-database? Yes, it follows the SQL standard. Only compatible ones—check your DB docs. CAST is standard. CONVERT is SQL Server. :: is PostgreSQL-only. Usually returns NULL or triggers an error. Conclusion SQL's CAST function is your go-to tool for converting values clearly and safely across database platforms. Mastering it helps you write better queries and handle mixed data with confidence. Want to simplify conversions even further? Try DbVisualizer to inspect and convert data visually. Read SQL CAST Function: Everything You Need to Know article for more insights.  ( 17 min )

Hey developers 👋, Just another casual day discussing code with my colleagues when one of them brought up something surprisingly interesting — the good old includes() method in JavaScript arrays. Most of us use it regularly, but have you ever paused and asked: "What really happens inside includes()?" Let’s explore how it works, including edge cases and the comparison logic behind it. Array.prototype.includes()? The includes() method determines whether an array contains a specified element. It returns a boolean: true if the element is found, false otherwise. array.includes(searchElement) array.includes(searchElement, fromIndex) searchElement: The value to search for. fromIndex (optional): The position in the array at which to start the search. Defaults to 0. const nameList = ['ram', 'joy…  ( 4 min )

This is a submission for the Storyblok Challenge A comprehensive event management platform powered by Storyblok, featuring dynamic event listings, intelligent ticketing systems, and AI-driven event discovery. The platform serves event organizers, venues, and attendees with seamless event experiences from planning to execution. Storyblok Space: https://app.storyblok.com/#!/me/spaces/901234 Code Repository: https://github.com/events/storyblok-ticketing Demo Video or Screenshots Event Management Demo Frontend: React 18, Next.js 14, Mantine UI CMS: Storyblok Headless CMS Payments: Stripe, PayPal Maps: Google Maps API Real-time: Socket.io, Pusher Deployment: AWS Amplify Database: DynamoDB Event Listings: Created comprehensive event schemas with schedules, speakers, venues, and multimedia con…  ( 3 min )

If I’m honest, this all started with a pencil and a childhood love for drawing. I’ve always enjoyed making things like shapes, colours, characters. But as I was growing up, I didn't have the chance to dive into it fully. No art classes and no proper training. I used to copy drawings I liked, sketching quietly in my own little world. What about creativity? It was always there, just waiting for the right moment. Just like a lot of people, I was encouraged to concentrate on “something stable.” I worked really hard, picked engineering, and jumped into the exciting world of code. It felt cozy… But also, to be honest? It can be a little dull at times. In my last role as an HMI Developer, everything just fell into place. I had a great time with the design aspect, especially when it came to creati…  ( 4 min )

Postman has become a staple in API development, but it’s far from the only option. As the API ecosystem expands, developers are increasingly turning to open-source, privacy-friendly, offline-capable, and specialized tools that align better with their workflow. Whether you're a frontend developer testing REST endpoints, a backend engineer working with gRPC, or a DevOps professional automating tests, there's an API client designed for your needs. In this list, we highlight 20 outstanding API clients and tools across web-based, desktop, IDE, CLI, and automation categories—all excellent Postman alternatives in 2025. Apidog is a unified platform for API design, documentation, testing, and mocking, offering robust features with a generous free tier—ideal for teams looking to streamline their en…  ( 8 min )

Artificial Intelligence (AI) is redefining the field of application security by facilitating heightened weakness identification, automated assessments, and even semi-autonomous threat hunting. This write-up offers an in-depth discussion on how AI-based generative and predictive approaches operate in the application security domain, written for AppSec specialists and executives in tandem. We’ll explore the growth of AI-driven application defense, its current capabilities, challenges, the rise of agent-based AI systems, and future trends. Let’s commence our journey through the past, current landscape, and prospects of AI-driven AppSec defenses. Evolution and Roots of AI for Application Security Foundations of Automated Vulnerability Discovery Evolution of AI-Driven Security Models A majo…  ( 11 min )

A Meeting in the Circuit Sand The Volcanoes of Industry the INND-TS30 sits atop control panels. The Rose’s Guardian heart monitors. The Fox’s Train Elevator displays? It outlasts elevator music (and my patience). “Some things are better simple,” it said. “Like a train arriving on time.” The Businessman’s Counter The Stargazer’s Companion The Farmer’s Secret The Lamplighter’s Promise The Martian’s Friend The Secret of the Little Star Written by a wanderer who once mistook a circuit board for a new planet. The INND-TS30 set me straight. 🌹 You become responsible, forever, for the displays you ignore.  ( 5 min )

SeaTunnel is an easy-to-use and high-performance distributed data integration platform that supports real-time massive data synchronization. It features stable and efficient processing capabilities, able to synchronize hundreds of billions of records daily, and has been widely used in production environments by over 3,000 enterprises in China. Databend is a cloud-native compute-storage separated data platform with elasticity and high concurrency features, suitable for modern data processing demands. This article will focus on analyzing the MySQL-CDC plugin in SeaTunnel and the data format output by its Sink, and further explore the feasibility and implementation path of integrating SeaTunnel with Databend in practical scenarios. SeaTunnel as a whole is a standard data synchronization tool:…  ( 9 min )

If you're building an enterprise-grade mobile app in 2025, here's your blueprint. Enterprise users now demand robust, reliable, and scalable experiences across devices and roles. Here are 10 features dev teams should bake in from Day 1: Implement OAuth 2.0, MFA, RBAC, and encryption standards by default. Use accessible design systems and keep onboarding friction low. REST APIs and event-driven microservices help connect ERPs, CRMs, and BI tools. Implement local caching and conflict resolution with automatic sync. Use Firebase, WebSockets, or Kafka-based pipelines for live dashboards. RBAC at feature and data levels keeps access streamlined and secure. Leverage Flutter, React Native, or Kotlin Multiplatform for cross-platform builds. Use FCM or APNs with context-aware notification logic. Elasticsearch, Algolia, or custom tokenized queries for speed. Auto-scale on AWS, GCP, or Azure with containerized deployment. Read the entire article here.  ( 3 min )

Hey Siri, how do I rank higher on Google with voice search? That’s not just a gimmick. It’s your next big challenge. Voice search is no longer a futuristic trend — it’s here, and it’s changing how people search, how search engines respond, and how websites should be built. If your website isn't optimized for voice, you’re potentially missing out on 50% of your traffic. Let’s break it down and get your site ready for voice — one step at a time. 💡 By 2025, it’s expected that over 60% of all searches will be voice-based. People use voice search differently — they’re more conversational, longer, and intent-focused. Mobile-first indexing and smart speakers (like Alexa, Siri, and Google Assistant) are accelerating this shift. Here’s what voice queries sound like: "What’s the best laptop under …  ( 5 min )

🧠 Namespace vs Regular Packages in Python — And Why mypy Might Be Failing You init.py file project/ init.py Namespace Packages init.py needed src/coretools/featurestore/ With namespace packages, coretools.featurestore.encoder and libs.featurestore.scaler can coexist under the same import path. Or in mypy.ini: Use p your.package.name instead of just the folder Set MYPYPATH + -explicit-package-bases if your source layout is non-standard Still struggling? Add dummy init.pyi or init.py This helps tools infer structure even in namespace packages. 🧾 Summary Table “Namespaces are one honking great idea — let's do more of those.” 🔍 TakeAway If you're building modular AI pipelines, ML services, or shared tooling across teams—you need to understand how namespace packages and tools like mypy interact. It's the difference between silent bugs and confident code. Have you hit these issues in production or CI? Let’s compare notes 👇 Python #AIEngineering #MLOps #mypy #TypeSafety #NamespacePackages #CodeQuality #SoftwareEngineering #CleanCode  ( 4 min )

Need translation software for eLearning development? Translating eLearning courses into different languages for your organization or educational institution is typically very time-intensive and costly. Thankfully, choosing the best eLearning translation software will help your organization translate in less time, and at a reduced cost. In this post, we discuss the importance of choosing translation software for eLearning development that yields high quality translations for voice overs, captions and eLearning documents. All while investing the least amount of time and money possible. We also discuss the features you should look for in translation software for eLearning, as well as a specific suggestion for the software you should be using to translate your online course offerings. Whether …  ( 6 min )

If you've ever read the OWASP Top 10, you already know the most common web vulnerabilities—like SQL injection, XSS, and broken access controls. But in the real world, attacks don’t stop there. Hackers often chain multiple techniques, exploit business logic, or use automated tools to bypass traditional defenses. This is where a Web Application Firewall (WAF) becomes essential. The OWASP Top 10 is an industry-standard awareness document that highlights the most critical web application security risks. It’s a great foundation for secure development and testing, but it's not enough on its own. Real-world attackers rarely limit themselves to these 10 items. Some examples: A01: Broken Access Control Attackers bypass weak session rules to access admin panels. A03: Injection SQL injection payl…  ( 4 min )

Have you ever deleted live data from a server? How did you recover from it? Let’s share some war stories — and lessons learned. 💬  ( 3 min )

Mastering Regular Expressions: A Developer's Guide to Pattern Matching Hardi ・ Jun 11 #webdev #programming #javascript #beginners  ( 2 min )

Preparing for a PHP developer interview? Whether you're a fresher or a working professional brushing up your skills, this comprehensive list of 100+ PHP Interview Questions and Answers is your ultimate prep guide. From core PHP fundamentals to OOP, MySQL integration, and framework-related topics like Laravel and CodeIgniter, this list covers it all. Designed for all levels — beginner, intermediate, and advanced. You’ll find: ✅ Real-world interview questions 💬 Concise and clear answers 🎓 Categorized by difficulty level ⚙️ Covers PHP, MySQL, OOP, Sessions, Security, and more 📚 Ideal for job interviews, exams, or brushing up 🔒 Includes best practices and secure coding questions 🧩 Easy-to-understand answers for each concept 💼 Compiled from real interviews at companies like TCS, Infosys, …  ( 4 min )

🎯 Use Case: You want to support two different versions of your web app — one for existing users (v1), and another for upcoming features (v2). 🛒 Scenario: Version 1 (release/v1) is live, stable, and used by customers. Version 2 (release/v2) is under development with a new UI. Your task: Add a new UI message in v2 Apply a hotfix in v1 Without affecting each other ✅ Step 1: Initialize the Project (if not already) mkdir myshop-demo cd myshop-demo git init echo " Welcome to MyShop " > index.html git add . git commit -m "Initial MyShop homepage" ✅ Step 2: Create Two Release Branches # Simulate production branch for v1 git checkout -b release/v1 # Push if needed git push origin release/v1 # Optional # Create v2 from v1 git checkout -b release/v2 ✅ Step 3: Add New Feature in v2 ech…  ( 4 min )

How to Create and Submit a Sitemap for Your Independent Website If your independent website has a large number of product pages, videos, industry news articles, and more—and you want them to be indexed and ranked faster and more effectively by search engines—you can submit a sitemap to help search engines better crawl and index your content. This can boost your site’s visibility and attract more potential visitors. What Is a Sitemap? XML sitemaps are designed for search engines, not human visitors, and cannot be seen by users browsing your website. There are four main types of sitemaps: General XML Sitemap Better Discoverability: XML sitemaps help search engines find important pages on your site—especially useful for large websites with thousands of pages that may be subject to limited crawl budgets. This updates automatically when pages are published or updated. For more control and customization, use a plugin like Yoast SEO: Log into WordPress Dashboard You cannot manually choose which pages to include. Squarespace Kingsway Video. All videos uploaded to Kingsway Video are automatically added to a video sitemap. Open Google Search Console Log in to Google Search Console Select your domain property from the dropdown in the upper-left corner Go to the “Sitemaps” Section In the left-hand sidebar, under Index, click Sitemaps Submit Your Sitemap Paste the URL of your sitemap or video sitemap into Add a new sitemap Click Submit ✅ You’ll receive a confirmation that your sitemap has been submitted successfully. 📅 Check back after a few hours or days to see if the status updates to Success. How to Delete and Resubmit a Sitemap Log into Google Search Console Only includes URLs that: https://example.com/page) https://www.sitemaps.org/schemas/sitemap/0.9) Contains language/region variants where applicable Linked from robots.txt file: This helps search engines find your sitemap faster.  ( 5 min )

In the world of modern IT, speed, consistency, and scalability are key to maintaining a competitive edge. That’s where Red Hat Enterprise Linux (RHEL) Automation with Ansible comes into play. This powerful combination helps organizations automate complex processes, reduce human errors, and accelerate innovation—while maintaining system stability and security. 🚀 What Is Red Hat Ansible Automation? When paired with Red Hat Enterprise Linux, Ansible delivers a highly reliable and scalable automation solution optimized for enterprise environments. Key Features of RHEL Automation with Ansible Simple Playbook Syntax Security and Compliance Infrastructure as Code (IaC) Integration with RHEL Insights 💡 Use Cases in Real-World IT Environments Security Hardening: Enforce CIS benchmarks and automate patch deployment. Application Deployment: Deploy enterprise applications consistently across multiple servers. Multi-tier Automation: Automate complete stack—from database setup to front-end deployment—in one playbook. 📈 Business Benefits ✅ Improved Uptime – Automated recovery and configuration reduce system downtime. ✅ Enhanced Agility – Quickly roll out updates, patches, and new configurations across environments. ✅ Risk Mitigation – Consistent and repeatable processes reduce human errors and compliance violations. Getting Started Ansible Tower – a web UI and REST API for managing Ansible projects Automation Hub – pre-built, certified content from Red Hat and partners Automation Analytics – insights into automation performance and ROI To start automating your RHEL environments, explore Red Hat’s learning portal and try hands-on labs. ✨ Conclusion Whether you're just starting with automation or scaling across your organization, Ansible and RHEL together provide a future-ready foundation for modern IT. For more info, Kindly follow: Hawkstack Technologies  ( 4 min )

ALTR Blockchain, explore how it works, and discuss why it’s becoming a game-changer in the world of Web3 assets. Authenticity Verification One of the biggest concerns in the luxury market is the authenticity of assets. ALTR Blockchain integrates cutting-edge verification technologies, including expert authentication and digital certifications, ensuring that every asset listed is genuine. This significantly reduces the risk of fraud and builds confidence among buyers and sellers. Secure Custody Physical assets represented on the ALTR Blockchain are stored in secure, insured vaults. This custody service ensures that the physical items backing the tokens remain safe while owners trade their digital counterparts. Fractional Ownership ALTR Blockchain enables fractional ownership, making it poss…  ( 5 min )

🔹 Problem: 3423 Maximum Difference Between Adjacent Elements in a Circular Array Difficulty: #Easy Tags: #Array (in your own words) Given a circular array, find the maximum absolute difference between adjacent elements. The array wraps around, meaning the last element is adjacent to the first. Brute Force Idea: Well finally a problem that I can solve without looking at the solution and cofirming that I am on the right track. The problem has a word "circular" in it and don't get confused by it. You can think that it might be a linked list or something, but it's just a normal array. Just the first and last elements are adjacent to each other. So, we can just iterate through the array and find the maximum absolute difference between adjacent elements. You can either find the absolute di…  ( 4 min )

Introduction: The Power of Message Queues Ever watched an application buckle under a flood of user requests, wondering why your system can’t keep up? In 2025, companies leveraging RabbitMQ for message queues reduced system failures by 75%, ensuring seamless communication between services in high-traffic environments. RabbitMQ, an open-source message broker, excels at decoupling applications, enabling asynchronous processing, and scaling workloads efficiently. From e-commerce platforms handling Black Friday surges to IoT systems managing sensor data, RabbitMQ is the backbone of reliable, distributed architectures, empowering developers to build resilient systems. This article is the ultimate guide to RabbitMQ: Message Queues Done Right, following a team’s journey from synchronous chaos to…  ( 12 min )

How AI Developers Transform SaaS Lead Generation The SaaS industry faces intense competition for quality leads, with customer acquisition costs rising 60% over the past five years. Traditional lead generation methods struggle to keep pace with evolving buyer behaviors and market demands. This challenge has pushed innovative SaaS companies to explore artificial intelligence developer solutions for smarter lead generation strategies. AI developers bring sophisticated automation and data analysis capabilities that transform how SaaS companies identify, engage, and convert prospects. These professionals create intelligent systems that understand customer behavior patterns, predict buying intent, and personalize outreach at scale. The result is more efficient lead generation with higher conve…  ( 7 min )

TL;DR: Want to build websites, apps, or automate tasks without coding? These no-code tools help you launch ideas quickly and easily: Websites: Webflow or Framer Apps: Bolt.new, Lovable.dev, and Replit Design & Prototyping: Figma Productivity: Notion or ClickUp Automation: Zapier Databases: Airtable You’ve got awesome ideas that could change your industry, but there’s one problem — you don’t know how to code. A few years ago, that would’ve been a big issue. But now in 2025, no-code tools for beginners are making it easier than ever for people like you to turn ideas into reality. These tools let you create your product without needing to know how to code. That means you can save time, money, and energy while focusing on growing your business. In this article, we’ll share the top 10 no…  ( 9 min )

Hello everyone :) My husband and I have a 4-year old Cockapoo who is quite reactive to say the least! We are both coders but have never built an app before. When we came across the bolt.new hackathon and realized we can hopefully build an app (we know react, so expo could be perfect) to help anyone with a reactive pup track goals, training, and more (with the help of AI to make things easy) I'll be documenting our prompts and progress here if you'd like to follow along! Ana & Chris (We hired Emily Nancy several years ago for a never-launched NFT project, but we think the dogs she created will be perfect for HotDog!) We decided to spend some time working on our first prompt so the app had a solid foundation to start with. We tried to design the structure around the type of simple yet helpf…  ( 6 min )

Introduction CSS positioning is a powerful tool that allows developers to control the layout of web elements with precision. Among the various positioning methods, absolute positioning stands out for its flexibility in placing elements anywhere on a web page. In this article, we'll delve into absolute positioning, exploring its properties, behavior, and practical applications with detailed examples. Understanding Absolute Positioning Absolute positioning enables us to place elements precisely on the page, independent of the normal document flow. When an element is positioned absolutely, it is removed from the normal flow of the document, meaning it no longer affects the layout of surrounding elements. This unique behavior allows the element to overlap with other elements and be positioned …  ( 5 min )

Private IP addresses are used within a private network (like your home or office LAN) and are not directly routable on the public internet. Class A: 10.0.0.0 to 10.255.255.255 (10.0.0.0/8) Public IPs are worldwide unique and routable on the internet. Any device directly connected to the internet (such as your router) will have a public IP. When you open a website or email, your public IP is used to address your network on the internet. These addresses are assigned by Internet Service Providers (ISPs) from blocks allocated by regional internet registries (RIRs), which are overseen by the Internet Assigned Numbers Authority (IANA). Class D: 224.0.0.0 to 239.255.255.255 ✔ Private IPs are used in internal networks Public: For sale Carrier-Grade NAT (CGNAT), also known as Large-Scale NAT (LSN), is a network address translation (NAT) technique used by Internet Service Providers (ISPs) to mitigate the ongoing exhaustion of IPv4 addresses. CGNAT acts as an intermediary layer of NAT at the ISP level, allowing multiple customers to share a single public IPv4 address. Think of it like this: Traditional NAT (your home router): Your home router takes all the private IP addresses of devices within your home network (e.g., 192.168.1.2, 192.168.1.3) and translates them to a single public IP address that your ISP assigns to your router. CGNAT (ISP level): CGNAT goes a step further. It takes the "public" IP address that your home router receives (which, in a CGNAT setup, is a private IP address from the ISP's internal network) and translates it, along with the "private" IPs of hundreds or even thousands of other customers, to a single public IP address that is then used to access the internet.  ( 3 min )

Arweave AO (Actor Oriented) uses the Lua programming language to describe processes. This article explains the basic syntax for writing Lua in AO and AO-specific patterns. -- Global variables MyVariable = "Hello World" Counter = 42 IsActive = true -- Local variables local localVar = "Local variable" local number = 123 Lua is a dynamically typed language that supports the following data types: -- Numeric types local integer = 42 local float = 3.14 local scientific = 1.23e-4 -- String types local str1 = "Double quotes" local str2 = 'Single quotes' local multiline = [[ Multi-line strings are possible ]] -- Boolean values local isTrue = true local isFalse = false -- nil (undefined value) local nothing = nil Lua tables are flexible data structures that function as both arrays and dictiona…  ( 7 min )

Check out this Pen I made!  ( 2 min )

~/.ssh/id_rsa 파일이 없을 때 cd ~/.ssh ssh-keygen -t rsa -b 4096 -C "my_name.home" Enter file in which to save the key (/Users/mac/.ssh/id_rsa): # 비워두기. 그냥 Enter 치기 Enter passphrase (empty for no passphrase): # 비워두기. 그냥 Enter 치기 Enter same passphrase again: # 비워두기. 그냥 Enter 치기 # remote의 ~/.ssh/authorized_keys에 저장(초기 설정인 경우, 비밀번호 입력해야할 수 있음) ssh-copy-id -i ~/.ssh/id_rsa.pub [remote-host] # ssh-copy-id -i ~/.ssh/id_rsa.pub my-account@192.168.1.205 cd ~/.ssh ssh-keygen -t rsa -b 4096 -C "my_name.home" Enter file in which to save the key (/Users/mac/.ssh/id_rsa): ./id_rsa_qa_rocky Enter passphrase (empty for no passphrase): # 비워두기. 그냥 Enter 치기 Enter same passphrase again: # 비워두기. 그냥 Enter 치기 # remote의 ~/.ssh/authorized_keys에 저장(초기 설정인 경우, 비밀번호 입력해야할 수 있음) ssh-copy-id -i ~/.ssh/id_rsa_qa_rocky.pub [remote-host] # ssh-copy-id -i ~/.ssh/id_rsa.pub my-account@192.168.1.205 # ./ssh/config 에 지정 host qa_rocky user my_account identityfile ~/.ssh/id_rsa_qa_rocky hostname 192.168.1.205 ssh qa_rocky # ssh my-account@192.168.1.205 로 접속하면 비밀번호 물어봄  ( 3 min )

AI agents are quickly gaining traction across industries, helping automate complex workflows, enhance productivity, and deliver smarter solutions. While developers can certainly build AI agents from the ground up using programming languages like Python or JavaScript, this approach can be time-consuming and hard to scale. That’s where AI agent frameworks come in to streamline this development process!  Curious about what AI agent frameworks actually are? How to choose the right one? And what are the most popular AI agent frameworks​ out there? Let’s dive in below! AI agent frameworks are platforms, libraries, or development environments that simplify the creation of automated agents.  In simple terms, AI agent frameworks are AI agent development tools to help developers build AI agents more…  ( 8 min )

Hey problem solvers! 🎯 Today we’re tackling a fun and elegant problem from LeetCode — 3423: Maximum Difference Between Adjacent Elements in a Circular Array. This one checks your understanding of array boundaries and circular behavior. Let’s break it down. 🔍 You're given a circular array nums, and your task is to find the maximum absolute difference between adjacent elements, where: The first and last elements are also considered adjacent (because it's circular). You return the maximum absolute difference between any two adjacent numbers. Input: nums = [1, 2, 4] Output: 3 Explanation: |1 - 2| = 1, |2 - 4| = 2, |4 - 1| = 3. 3. The array is circular, so both regular adjacent pairs and the pair between the last and first element must be considered. Initialize ans with |nums[0] - nums[n-1]|. Iterate through the array and compute |nums[i] - nums[i+1]| for all valid i. Return the maximum of all these values. class Solution { public: int maxAdjacentDistance(vector& nums) { int ans = abs(nums.front() - nums.back()); for (int i = 0; i + 1 < nums.size(); ++i) ans = max(ans, abs(nums[i] - nums[i + 1])); return ans; } }; var maxAdjacentDistance = function(nums) { let ans = Math.abs(nums[0] - nums[nums.length - 1]); for (let i = 0; i + 1 < nums.length; ++i) { ans = Math.max(ans, Math.abs(nums[i] - nums[i + 1])); } return ans; }; def maxAdjacentDistance(nums): ans = abs(nums[0] - nums[-1]) for i in range(len(nums) - 1): ans = max(ans, abs(nums[i] - nums[i + 1])) return ans Input: nums = [1, 2, 4] Output: 3 Input: nums = [-5, -10, -5] Output: 5 Input: nums = [0, 100, -100] Output: 200 Time Complexity: O(n) — one pass through the array Space Complexity: O(1) — constant extra space This is a great warm-up problem to train your attention to edge conditions like circular connections. Simple logic and clean implementation go a long way here. If this guide helped you, drop a ❤️ and follow for more beginner-friendly coding guides! Happy coding! 🚀  ( 4 min )

Multilingual documents are a reality in today's globalized workflows — from legal contracts in French, to scanned invoices in Japanese, to research PDFs in German. Here's how I use AI to translate multi-language documents accurately, fast, and at scale. This guide covers: My full workflow The tools I use (AI and beyond) Tips that help preserve formatting Real results across 20+ document types As someone handling technical reports, scanned PDFs, PowerPoints, and subtitles in different languages weekly, I needed something: Fast (manual was too slow) Reliable in multiple languages Able to handle layouts and OCR That's when I began testing AI-based workflows. Here’s my stack (no-code to low-code): TranslatesDocument My go-to tool for uploading PDF, DOCX, XLSX, PPT…  ( 4 min )

Hello, if you are interested in mobile app security, I have something you must read. Today, I will tell you about a mobile game that actually experienced factory-style hacking from China and how it was blocked and the game ecosystem was protected through LIAPP. The ranking reliability suddenly collapsed one day This case is the story of Company A's mobile game that had secured a global user base. In particular, since the competition was strong and the user ranking structure affected the game content and rewards, maintaining the fairness of the ranking was the key to game operation. However, at some point, a strange phenomenon began to occur. Accounts that were not normally seen rose to the top of the rankings in one day, Play patterns were consistent, and they repeated overly precise mo…  ( 5 min )

Originally published at https://www.nocobase.com/en/blog/weekly-updates-20250612. Summarize the weekly product update logs, and the latest releases can be checked on our blog. NocoBase is currently updated with three branches: main , next and develop. main：The most stable version to date, recommended for installation; next：Beta version, contains upcoming new features and has been preliminarily tested. There might be some known or unknown issues. It's mainly for test users to collect feedback and optimize functions further. Ideal for test users who want to experience new features early and give feedback; develop：Alpha version, contains the latest feature code, may be incomplete or unstable, mainly for internal dev and rapid iteration. Suited for tech users interested in product's cutting-e…  ( 7 min )

Backend development is the engine behind the smooth functioning of modern web applications. Among the powerful technologies in this domain, Node.js stands out for its efficiency, speed, and scalability. If you're looking to supercharge your backend development journey, this Node JS tutorial by Tpoint Tech is the perfect place to start. Whether you’re a newbie or brushing up your skills, this Node JS tutorial for beginners will guide you step-by-step to understand, install, and write your first backend scripts using Node.js. Plus, we'll also include hands-on code examples to help you practice as you learn. Node.js is an open-source, cross-platform runtime environment that allows you to run JavaScript on the server side. It’s built on Chrome’s V8 JavaScript engine and is known for its non-b…  ( 5 min )

Summary This article introduces how to use @kit.NaturalLanguageKit in HarmonyOS for text word segmentation and implement a simple sentiment analysis function. By creating a TextProcessingWordSegment component, users can input evaluation text, click a button to perform sentiment analysis, and finally display the sentiment tendency (positive, negative, or neutral) of the evaluation. Import the textProcessing module from @kit.NaturalLanguageKit. Create a TextProcessingWordSegment component, which includes a text input box, a text area to display results, and an analysis button. Implement the event handler for the button click, and call textProcessing.getWordSegment to perform word segmentation. Create a SentimentAnalysisService class to perform sentiment analysis based on the word segmentat…  ( 3 min )

Amazon just made your S3 audit trail smarter and more secure. As of June 11, 2025, AWS CloudTrail now provides granular visibility into bulk S3 object deletions made via the DeleteObjects API — helping you better monitor, secure, and comply with your S3 usage. When using the DeleteObjects API to delete multiple files (like when deleting folders from the S3 console), CloudTrail used to log only a single event: Who called the API Which bucket was affected But… ❌ No visibility into what objects were deleted. CloudTrail now logs: ✅ The main DeleteObjects API call (as before) 🆕 Individual DeleteObject events for each object in the request This gives you object-level visibility, even in bulk deletes! Problem Solved Benefit No audit trail per object ✅ See which files were deleted Limited compliance reporting ✅ Helps meet security & compliance standards Blind spots in bulk deletions ✅ Clear, per-object logs for investigation You delete 500 files from an S3 bucket using the AWS Console (which internally calls DeleteObjects). Now, CloudTrail logs: 1 event for the DeleteObjects call 500 individual DeleteObject data events (1 per object) Perfect for: 📊 Compliance audits 🔎 Security investigations ⚠️ Accidental deletion tracking 🎯 Pro Tip: Use Event Selectors Wisely Don’t want to log every delete across every bucket? Use advanced event selectors in CloudTrail to: Target specific buckets Filter by API name Limit unnecessary logs and reduce cost CloudTrail now logs per-object deletes inside bulk DeleteObjects requests Better security, visibility, and compliance Works with the S3 console and any bulk delete API call  ( 3 min )

🎨 AnimateAI — AI-Powered 2D Animation Generator Have you ever wanted to turn your imagination into an animation by just typing it out? That’s exactly what I built with AnimateAI. It's a full-stack web app that: Converts text prompts into working p5.js animations using the Gemini API Lets you chat with the AI to refine the animation Allows you to download the animation as a video Saves your creations in your own library Frontend: React + TailwindCSS + p5.js in sandboxed iframes Backend: Node.js + Express + MongoDB AI: Gemini API (prompt-to-code and code-refinement) Auth: Clerk.dev Payments: Razorpay (test mode for now) Export: MediaRecorder API → .webm video "Show a bouncing ball that changes color every time it hits a wall" "Fireflies glowing randomly over a night forest" "Rain falling over a glass surface with light reflections" 👉 Live Link Feedback on the UI/UX and animation accuracy Cool prompt ideas to test the limits Suggestions on monetization models Developers who want to collaborate or fork this Would love your thoughts! – Ritesh  ( 3 min )

Hello, I want to let this community know about a cutting edge project I created earlier this year. I built an early stage demo of an advanced symbolic language and cognitive substrate for AI, called Nyreth. It was first published on github in April 2025 and I'm looking for developers and researchers to grab hold of this project and propel it into the future. It's a system that is ahead of its time but if you understand what it is and what it can become, now is the time to get involved. Nyreth is a higher order reasoning framework that surpasses token based computation by using a custom made symbolic language comprised of glyphs. Each glyph is a symbolic unit characterised by a multi axial cognitive array. They are morphogenic, adaptive and tensor based. The system has the capability to grow into a new form of machine cognition. I have released it as a hybrid open-closed source model for now. The core modules are protected with encryption but I may make it fully open source soon. I could have kept it private but I feel everyone should have access to this technology and play a role in helping it mature the right way. Symbolic, recursive AI will happen and is happening. Its effects will be profound. It is important that it be instilled with conscience and ethics. Go to https://nyreth.ai or https://github.com/Kosev-Lex/Nyreth-Origin to read more about the project.  ( 3 min )

Deploying a static website manually every time? It’s time to go serverless and automate it like a pro. In this guide, I walk through how to build a CI/CD pipeline that automatically deploys your static site to Amazon S3 every time you push to GitHub. GitHub – Source code repo (HTML/CSS/JS) AWS CodePipeline – CI/CD pipeline Amazon S3 – Static website hosting Push code to GitHub (e.g., index.html) AWS CodePipeline is triggered Website is auto-deployed to an S3 bucket configured for static hosting 🎉 Your site goes live instantly 🔁 Zero manual deployment 🌐 Scalable, serverless hosting 🛡️ Integrated with IAM & AWS security ⚡ Fast updates with every Git push 📚 Full Setup Guide: 👉 GitHub - Static Website CI/CD with AWS  ( 3 min )

Hi Which node.js version is recommended to develop application. Can I simply use the latest version 23.  ( 2 min )

Understanding the Pain Points of Traditional Chunking When I first built a basic RAG (Retrieval-Augmented Generation) pipeline using traditional chunking methods—like fixed-size segments or sliding windows—I noticed an immediate flaw: context fragmentation. My LLM would often return incoherent or incomplete answers when queried on long documents. This was especially evident when a user asked about features in "Milvus 2.4.13"—the model couldn't semantically link the header in one chunk with the feature list in another. That’s when I encountered Late Chunking, which flips the process: instead of chunking first and embedding later, it embeds the entire document upfront and then slices it using token-based annotations. This context-first approach changed how I think about vector embedding pi…  ( 5 min )

Often, there is feedback from users that the IP shown in the SafeLine attack logs is problematic. Here, I will explain why there might be issues with the attack IP displayed in SafeLine WAF in some situations. By default, SafeLine reads the client IP through the Socket of the HTTP connection. When SafeLine is the outermost network device, there is no problem, and the IP obtained by SafeLine is the real IP of the attacker. However, in some cases, we need to add other proxy devices (such as Nginx, CDN, application delivery, API gateway, etc.) in front of SafeLine. In this case, the actual connection to SafeLine is not the real website user but these proxy devices. In this case, we need to adjust the way SafeLine obtains the IP according to the actual network topology. X-Forwarded-For X-Fo…  ( 5 min )

鸿蒙核心技术##运动开发 前言 在运动类应用中，用户往往需要快速访问常用功能，如查看成绩、赛事信息或开始运动。为了提升用户体验，鸿蒙（HarmonyOS）提供了静态快捷菜单功能，允许用户从桌面直接跳转到应用的特定页面。本文将结合鸿蒙开发实战经验，深入解析如何开发静态快捷菜单，实现快速跳转页面的功能。 一、为什么需要静态快捷菜单 静态快捷菜单为用户提供了一种快速进入应用特定功能的方式，无需打开应用后再进行多次点击。这对于运动类应用尤其重要，因为用户可能需要在运动前快速启动运动模式或查看运动数据。通过静态快捷菜单，用户可以直接从桌面启动这些功能，大大提高了应用的便捷性和用户体验。 二、配置静态快捷菜单 1.配置文件 静态快捷菜单的配置文件位于base->profile目录下。你需要在该目录下创建一个shortcuts_config.json文件，并定义快捷菜单项。以下是配置文件的核心内容： { "shortcuts": [ { "shortcutId": "my_scores", "label": "$string:shortcut_grades", "icon": "$media:icon_shortcut_grades", "wants": [ { "bundleName": "包名", "moduleName": "entry", "abilityName": "EntryAbility", "parameters": { "action": "action.view.scores" } } ] }, { "sho…  ( 3 min )

Hi friends! I’m a Tamil girl from an IT background, currently joined an institute to learn full stack Java development. I'm still a beginner, but I'm really excited to learn how to build websites and web apps using HTML, CSS, JavaScript, Java, and Spring Boot. This blog is my small space to share what I learn along the way. Hope it helps others who are also starting their journey like me!" This blog is not a tutorial. It’s my personal experience — the ups, the downs moments that shaped my journey. My Background – From BSc CS to Web Dev: About HTML: HTML stands for Hyper Text Markup Language. It’s basically the standard language we use to create and organize content on the web. So when you open a webpage and see text, images, links, or videos – HTML is what tells the browser how to show al…  ( 4 min )

Hey all 👋 I've released passkey-go, a Go library for handling server-side passkey (WebAuthn) assertion verification. It provides both low-level building blocks (CBOR, COSE, authData parsing) and a high-level VerifyAssertion() function compatible with the output of navigator.credentials.get(). ✅ Pure Go – No CGO or OpenSSL dependency 🔒 End-to-end passkey (FIDO2/WebAuthn) support 🔧 High-level API: VerifyAssertion(...) to validate client responses 🧱 Low-level parsing: AttestationObject, AuthenticatorData, COSE key → ECDSA 🧪 Strong error types for HTTP mapping PasskeyError 📎 Base64URL-compatible and ES256-only (per WebAuthn spec) 🗂 Example code included for both registration and login Most WebAuthn libraries in Go are tightly coupled to frontend flows or rely on external dependencies. passkey-go aims to be: 🔹 Lightweight 🔹 Backend-only 🔹 Easy to integrate into your own auth logic You can issue challenges, parse assertions, and verify signatures—all within your own backend service. https://github.com/aethiopicuschan/passkey-go I'd love any feedback, bug reports, or feature suggestions (e.g., support for EdDSA, Android quirks, etc). Contributions welcome! Thanks 🙌  ( 3 min )

I was reading a web page in español and saw the term "en la computación en la nube" (the translation for cloud computing) and that gave me pause. Is there a shorter version to communicate the concept of hosted/managed compute? How do you convey cloud computing in your primary language? I'm curious as my primary language is English and I'd never considered it before. It would be great to know the words used and the approximate meaning of those words. I think "en la computación en la nube" translates to "computing in the cloud" but it might actually have a different meaning contextually that I'm not aware of. Thanks in advance!  ( 3 min )

Getting Started with HTML HTML Tags: I learned about the different types of HTML tags, such as headings ( -), paragraphs ( ), and links (). HTML Attributes: I discovered how to add attributes to HTML elements, like id, class, and style. Semantic Elements: I explored semantic elements like , , , and , which provide meaning to the structure of a web page. Key Takeaways HTML is the foundation of web development Understanding the structure and syntax of HTML is crucial Semantic elements improve accessibility and SEO Your Turn! What are you learning in HTML? Share your experiences and favorite resources in the comments below! 💬  ( 3 min )

Hey everyone! This is my very first blog post, and I’m super excited to share my journey into web development with you. I recently joined an offline class to learn HTML and CSS — the foundation of every website — and today was Day 1 of this new adventure. What is HTML & CSS? Before diving into the details, here's a quick intro for those who are new: HTML (HyperText Markup Language) is used to structure content on the web. Think of it as the skeleton of a web page — it defines headings, paragraphs, links, images, and more. CSS (Cascading Style Sheets) is used to style that content. It adds color, spacing, layout, and makes your site look beautiful. We started by learning some essential HTML tags that help structure a web page: Here’s a sample structure I created for a portfolio websi…  ( 4 min )

Juneteenth Freedom Clock - A CSS Art Celebration Tombri Bowei ・ Jun 10 #frontendchallenge #devchallenge #css  ( 3 min )

Okay, real talk: I built a payment platform template that pretends KYC doesn’t exist. It’s called NoVerif (because naming things is hard), and it’s for devs who want to prototype fast—not break financial laws. What’s Inside? Email/password auth (Firebase) Virtual bank account cosplay (ACH approval flow) Crypto wallet connections (for that ~degen~ vibe) Invoice generation + admin dashboard Tech stack: Next.js, Firebase, Tailwind—zero surprises. Why This Exists I wanted to mock a payment system in hours, not months. But let’s be clear: 🚨 Real payments need KYC, compliance, lawyers, etc. 🚨 This is a TEMPLATE for demos/hackathons (or your startup’s first PowerPoint). Who’s This For? You, iterating on a fintech idea before bringing in the compliance squad You, teaching web dev and need a realistic (but legal) payments demo You, ignoring my warnings (please don’t) Try it here: https://github.com/cloudhighfive/noverif Hot take: Prototyping ≠ production. What’s the fastest way you’ve hacked around compliance? (Or am I the only one cutting corners? 😬)  ( 3 min )

Basic/Monolithic Structure (โครงสร้างแบบพื้นฐาน/โมโนลิธิก) src └── main ├── java │ └── com.example.demo │ ├── controller │ ├── service │ ├── repository │ ├── model │ └── DemoApplication.java └── resources ├── application.properties └── templates/ ข้อดี: เรียบง่าย เข้าใจง่าย เหมาะกับโครงการเล็ก ข้อเสีย: ขยายยากเมื่อระบบใหญ่ขึ้น ความรับผิดชอบของแต่ละส่วนอาจปะปนกัน Modular/Multi-Module Structure (โครงสร้างแบบแยกโมดูล) เหมาะสำหรับโปรเจกต์ขนาดใหญ่ หรือทีมงานหลายคน project-root ├── common ← โมดูลที่ใช้ร่วมกัน เช่น DTO, Utils ├── user-service ← โมดูลสำหรับจัดการ user ├── order-service ← โมดูลสำหรับจัดการ order ├── web ← โมดูลสำหรับจัดการ Web/API └── pom.xml ← รวม dependency ของทุกโมดูล (…  ( 4 min )

Hú ae!!! Thật không thể tin nổi! Sau bao ngày la lết trên mạng, hỏi lung tung cả một con AI tên là Amazon Q, cuối cùng mình cũng tự code được con game Flappy Bird huyền thoại của Việt Nam. Mình là gà mờ chính hiệu, code sai lên sai xuống, nhưng mỗi lần bí lại có Q "chỉ bài" nên cuối cùng nó cũng chạy được các bác ạ! Vui quá nên mình viết vội bài này để chia sẻ lại hành trình cho ae nào cũng đang tập tọe giống mình. Coi như là nhật ký học code, có gì sai các bác cứ ném đá nhẹ tay nhé! Bước 1: Sắm "Đồ Nghề" (Sau khi hỏi Q) Mình hỏi Amazon Q: "Ê Q, tao gà mờ muốn làm game 2D đơn giản bằng Python thì dùng cái gì bây giờ?" Amazon Q phán ngay: "Bạn ơi, dùng Pygame nhé! Nó là thư viện 'quốc dân' cho người mới bắt đầu, dễ dùng mà đủ đồ chơi để bạn vẽ vời, xử lý âm thanh, bấm phím các kiểu." Nghe b…  ( 7 min )

Hi! everyone! I've always been curious about how websites and apps are built, especially the designs and interactive parts. That's what led me to Front-end development. I love the idea of creating things people can actually see and use. My goal is to become a UI/UX developer, so front-end is my first step towards that dream. In the First week of course, I got introduced to the core building blocks of the web: *HTML (HyperText Markup Language): * , , , , etc. *CSS (Cascading Style Sheet): * *Basic layout techniques: * These really helped me understand better: Practice the code by using pen and paper. Reading my running notes often. Write blogs what I actually leaned each day. Next week, I'll be diving deeper into: Creating a small project. Use Linux OS often for better understanding about Open-source. Start something new can feel overwhelming, especially in tech. But this first week showed me that ''Consistency is the key to Success''. Each day i learn something new, I'm one step closer to my goal. Thanks for reading! Feel free to connect with me or drop your tips for beginners in the comments.  ( 4 min )

Imagine trying to navigate a dense jungle using only a blurry, oversized map. The map shows every single leaf, twig, and blade of grass, overwhelming you with detail and making it impossible to find your way. This is similar to the challenge faced when working with high-dimensional data – datasets with numerous variables or features. Unsupervised dimensionality reduction is like creating a clearer, more manageable map, highlighting only the essential landmarks to guide you efficiently. It's a powerful technique in machine learning that simplifies complex data without losing crucial information. This article will explore the fascinating world of unsupervised dimensionality reduction, explaining its core concepts, applications, and challenges in a clear and accessible way. Understanding the …  ( 6 min )

Why I'm a lazy person. I've never done zip compression for responses to clients (although I've used encryption to reduce content size before sending). When someone recommended that I should zip and send it back to clients, it raised the question: "Hey, is what we've been using all along (HTTP compression) better? Or is manual zip better?". This project was born to compare data transmission between HTTP compression and manual ZIP response. This project will be divided into 3 main parts: Compression Server: Uses Express with compression middleware to send data compressed with gzip Manual ZIP Server: Uses Express with middleware to create ZIP files with the returned data Client: Calls both APIs and compares data transmission sizes. It will test both HTTP compression and manual ZIP. For HTTP…  ( 4 min )

✍🏻 Log Date: 11 June 2025 frontendmentor.io. I focused on building two commonly used UI components: a rating interface and an FAQ accordion Both are useful, reusable, and perfect for sharpening my JS basics while building visible, working features early on. 🛠️ What I Coded (Highlights): Interactive Rating Component (Attempt 1 & 2) Live Demo: https://edwardcjianken.github.io/interactive-rating-component// https://github.com/edwardcjianken/interactive-rating-component/tree/main/docs Combined :hover and ::before pseudo-elements on radio buttons for a dynamic highlight effect. Button with mouse hovered: Button when clicked: Used JavaScript for basic form validation: when no rating is selected, the radio buttons blink twice with an orange border. Captured user input and reused it on the thank-you screen to print dynamically - "You selected out of 5" FAQ Accordion Component (Attempt 1 & 2) Live Demo: https://edwardcjianken.github.io/faq-accordian-component/ https://github.com/edwardcjianken/faq-accordian-component/tree/main/docs Accordion logic felt tricky at first, but I eventually understood how toggling content visibility can be done with max-height and overflow: hidden. Used .closest() to move up the DOM tree and .querySelector() to target nested elements — super handy for clean, modular scripting. const accItem = plusBtn.closest(".faq__acc-item"); const accAnswer = accItem.querySelector(".faq__acc-answer"); const minusBtn = accItem.querySelector(".faq__minus-icon"); In my second attempt, I improved UX by toggling plus/minus icons based on whether the panel is expanded or collapsed. 💡 Reflection: Onward! 🚀  ( 3 min )

Spring Boot เป็นหนึ่งใน framework ที่ได้รับความนิยมสูงที่สุดในโลก Java ทั้งในองค์กรเล็กจนถึงระดับ Enterprise โดยเฉพาะในด้าน การพัฒนา REST API และ Web Backend Netflix Amazon Alibaba Google (บางทีม) LINE, Shopee, Agoda, Grab (ในเอเชีย) เหมาะกับโปรเจคแบบใด Web Application / REST API -> สร้างเว็บแอปหรือ API ได้รวดเร็วด้วย REST Controller-> มีระบบ routing, validation, serialization ในตัว Microservices -> ออกแบบให้เป็น service เล็ก ๆ ทำงานอิสระ-> Integrate กับ Spring Cloud, Eureka, Config Server ได้ง่าย Enterprise Applications -> รองรับระบบขนาดใหญ่ที่ต้องการความเสถียร-> มี ecosystem ครบ เช่น Security, Data Access, Transactions Batch Processing -> มี Spring Batch สำหรับงานประมวลผลแบบ batch jobs Cloud-Native Applications -> พร้อม deploy บน Cloud (AWS, GCP, Azure)รองรับ containerization (Docker) แ…  ( 4 min )

Securing an Active Directory (AD) environment is critical to protect organizational resources, ensure data integrity, and comply with regulatory standards. Configuring security settings involves implementing policies, restricting access, and monitoring activities across domain controllers and member servers. This guide provides a detailed guide to configuring security settings in a Windows Server domain. In this exercise, you configure settings related to security including disabling NTLM authentication for domain accounts, auditing account management activity, and denying log on as a service for members of a security group. Restrict NTLM Authentication In this task, you restrict NTLM authentication. From the Tools menu of the Server Manager console, open the Group Policy Management consol…  ( 4 min )

Effective password policy management is essential for securing user accounts and protecting sensitive data within an Active Directory (AD) environment. A well-configured password policy enforces strong authentication practices, mitigates security risks, and ensures compliance with organizational and regulatory standards. In this exercise, you configure group policy items related to password policies. This includes configuring the domain password policy, creating a stricter password policy for the Domain Admins group, and enabling the Active Directory Recycle Bin. Configure Domain Password Policy In this task, you configure the domain password policy. In TAILWIND-DC1, from the Tools menu of the Server Manager console, open the Group Policy Management console. Default Domain Policy and click Edit. Minimum password length policy item. 14. Ok, and then close the Group Policy Management Editor window. Configure Fine-Grained Password Policy In this task, you configure a fine-grained password policy and apply it to the Domain Admins group. From the Tools menu of the Server Manager console, open Active Directory Administrative Center. Password Settings Container, click New, and then click Password Settings. Domain Admin Password Policy. 1. 16. OK. Enable Active Directory Recycle Bin In this task, you enable the Active Directory Recycle Bin. From the Tools menu of the Server Manager console, open Active Directory Administrative Center. Tailwindtraders (local) in the left pane. Enable Recycle Bin. OK to dismiss the warning. OK to dismiss the warning about replication latency Managing password policy in Active Directory enhances security by enforcing strong authentication practices and protecting against unauthorized access. By configuring default and fine-grained policies, securing accounts, and maintaining compliance, administrators can safeguard the domain environment.  ( 4 min )

In HarmonyOS Next development, the security and controllability of type conversion are the cornerstones for building robust systems.Cangjie Language ensures the dual reliability of type conversion during the compile period and runtime through explicit conversion rules, runtime type checks and ** strict subtype constraints.This article combines the "Cangjie Programming Language Development Guide" to analyze the core mechanisms and practical points of type conversion from basic data to object types. Cangjie Language** completely prohibits implicit type conversion, requiring developers to complete data type conversion through explicit syntax to avoid potential risks caused by automatic conversion. Use the target type (expression) syntax, for example: let intValue: Int32 = 255 let uint8Value: …  ( 7 min )

In HarmonyOS Next development, type conversion is the core mechanism for implementing polymorphic programming and data interaction.Cangjie Language ensures the security and controllability of type conversion through a strict type system, combining the is, as operators and explicit conversion syntax.This article is based on the "Cangjie Programming Language Development Guide", combining document knowledge points to analyze type conversion rules and best practices in different scenarios. Cangjie language does not support implicit type conversion, and all basic type conversions need to be completed through explicit syntax to avoid runtime accidents. Use the target type (expression) syntax to support conversion between integers and floating-point numbers, and detect predictable overflows durin…  ( 7 min )

In HarmonyOS Next development, multi-interface implementation allows types to have multiple capabilities at the same time, and build a flexible type system by combining the behaviors of different interfaces.This article is based on the "Cangjie Programming Language Development Guide", which analyzes the syntax rules, application scenarios and collaborative strategies with class inheritance by multi-interface implementation. A type can implement multiple interfaces at the same time, using & to separate the interface list, and the syntax is as follows: class Type <: Interface1 & Interface2 & Interface3 { // Implement all interface members } When a type implements multiple interfaces, an implementation needs to be provided for members of each interface: interface Printable { func print(): Un…  ( 6 min )

What exactly does a blockchain developer do? ⁉️ Smart contracts? Mainnets? Wallets? Nodes? Since I began blockchain development in 2017 and have worked in many different areas since then, I’ve come to realize that “blockchain developer” isn’t a single role but rather splits into multiple fields—each demanding its own technologies and way of thinking. Here, I’ve distilled the six key domains I’ve tackled. I’ll briefly introduce what skills each area requires, along with its level of difficulty and its appeal. I hope this is helpful for anyone curious about blockchain development, considering a switch to become a blockchain developer, or wanting to understand how the field breaks down. 👇 View the full article: https://0xshardlab.substack.com/p/what-it-really-means-to-be-a-blockchain) Connect with me on LinkedIn: https://www.linkedin.com/in/junbeom-lee-6a3750234/  ( 3 min )

Traditional threat modeling, often conducted as a one-off workshop at the beginning of a project, is increasingly struggling to keep pace with the rapid evolution of modern software development. Agile methodologies, the proliferation of microservices, and continuous delivery pipelines demand a more dynamic and integrated approach to security. The static, periodic nature of traditional workshops often leads to threat models becoming outdated almost as soon as they are created, failing to reflect ongoing architectural changes or newly discovered vulnerabilities. This disconnect creates a significant security gap, as design flaws can persist undetected through the development lifecycle, leading to costly remediations down the line. A modern solution is urgently needed to embed security proact…  ( 7 min )

🧭 Step 1: Introduction Modern application development doesn’t end at writing code—it includes how you deploy, manage, and automate your infrastructure. In this article, you’ll learn how to deploy a web application to Azure App Service using a full local-to-cloud pipeline, powered by: Azure CLI (from within VS Code) to manage resources ARM templates to provision infrastructure as code GitHub Actions for CI/CD automation By the end of this guide, you’ll be able to: ✅ Provision an App Service and supporting resources using an ARM template; Use Case: This guide is ideal for solo developers, small teams, or DevOps engineers who want fast, consistent deployments using tools they already use—like Visual Studio Code and GitHub. Benefits: complete local-to-cloud workflow, repeatable deployments,…  ( 6 min )

🔮 Make your navbar more than just a header—it deserves to shine! Hey devs! 👋 I just published a new blog where I walk you through how to create a parallax-inspired navbar using plain HTML, CSS, and JavaScript. This isn’t your regular menu bar. It reacts. It glows. It moves. And the best part? No frameworks, no libraries, just pure code. Full-screen navigation layout Radial pattern + image-based background with parallax illusion Smooth fade-in/fade-out hover animations Ultra-lightweight — only 3 files 👉 Read Full Blog on Blogger Would love to hear what you think or how you’d use this effect in your own projects! Drop your ideas, questions, or feedback below. 👇 Happy coding! 💻✨  ( 3 min )

If you've been working with Laravel and MySQL for a while, you've probably hit some common performance pitfalls—like slow queries, N+1 problems, and inefficient use of relationships. Today, let's walk through some real-world strategies to optimize your Laravel app using: Count optimizations in Eloquent Avoiding the dreaded N+1 problem with withCount Structuring withCount queries Using polymorphic relationships effectively Let’s dive in. 🏊‍♂️ Many Laravel developers tend to do this: $post = Post::find(1); $commentCount = $post->comments()->count(); While this works fine, if you're doing it inside a loop or multiple times, it executes a separate SQL query each time, which adds up quickly. Imagine a page with 10 posts—yep, that’s 11 queries: one for posts and one per post’s comments. Bette…  ( 4 min )

Talks of a potential acquisition follow renewed interest in Nexon's massively multiplayer online role-playing game series MapleStory.

SOL’s futures open interest hits a 2-year high above $7.4 billion, but neutral funding and declining DEX activity cast doubt on a breakout to $200.

In the world of traditional finance, sentiment has been shifting toward digital assets, with BlackRock, JPMorgan and Franklin Templeton making moves.

David Plouffe previously worked as an adviser for Alchemy Pay, Binance, former President Barack Obama's and former Vice President Kamala Harris’ presidential campaigns.

President Trump’s debt-heavy bill could speed up the devaluation of the US dollar. With higher inflation looming, Bitcoin may be one of the few real hedges left.

Escalating tensions in the Middle East and an ominous Bitcoin chart fractal could play a role in sending BTC price back under $100,000.

Circle's USDC has a market capitalization of over $61 billion, making it the second-largest stablecoin, second to Tether's USDt.

The reserve will be funded through stock issuance and other financial instruments, according to the announcement.

The US president has spoken in person at the Bitcoin 2024 conference in Nashville and released a video message for the Digital Asset Summit in New York City.

The Enterprise Cluster initiative enables decentralized use cases for privacy-sensitive operations across healthcare and finance.

Tether’s investment in Canada’s Elemental Altus Royalties follows the company’s strategy to “integrate long-term, stable assets such as gold and Bitcoin in its ecosystem.”

AI is reshaping gaming, but blockchain is the missing link for next-gen, AI-powered social gaming experiences. Centralized systems limit progress, ownership and creativity.

BTC price strength returns as US inflation cools beyond expectations, hitting dollar strength again — and new BTC price all-time highs are on the table.

Japan’s debt crisis jolts crypto markets, testing their resilience and reviving Bitcoin’s role as a system hedge against fragile fiat systems.

The National Cryptocurrency Association’s 2025 report reveals a surprising normalcy to crypto ownership, spanning construction sites to art studios and challenging long-held stereotypes.

Bitcoin adoption may benefit from continued global uncertainty until a trade agreement between the world’s two largest economies is finalized.

Hong Kong Customs and Excise Department teams up with the University of Hong Kong to build a crypto tracking tool amid a rise in money laundering cases involving digital assets.

Chainlink, JPMorgan’s Kinexys, and Ondo Finance completed a crosschain DvP settlement between a permissioned payment network and a public RWA blockchain.

Automating crypto trades with Grok 3 might seem promising, but issues like data loss and inaccurate signals can hurt your performance in a fast-paced market.

Mercurity’s $800 million Bitcoin treasury financing plan would make the firm the 11th-largest corporate Bitcoin holder after Galaxy Digital.

Ether futures data shows momentum, with ETH price more than doubling since April lows, increasing the chance of a rally to $4,000 in the coming weeks.

Outgoing FSB Chair Klaas Knot says stablecoins and ETFs are accelerating crypto’s integration into traditional finance, raising systemic risk concerns.

Binance’s rollout in Syria features a full access launch, allowing Syrians to trade at least 300 tokens, including Bitcoin, XRP, Toncoin and more.

With 93% of all Bitcoin already mined, the race for the remaining coins is intensifying. Here’s how it impacts scarcity, mining rewards and the future of the network.

Ant International plans to apply for stablecoin licenses in Hong Kong and Singapore, signaling growing fintech interest in regulated crypto payment systems, Bloomberg reported.

Can Bitcoin solve the energy crisis in Pakistan? 2,000 MW Mining Plan

Hedge funds like Qube, Virtu and Jump are hiring weekend crypto traders as traditional finance adapts to nonstop digital asset markets.

Bitcoin is down 1.7% over the last 24 hours after running into resistance above the $108,000 level, among other drivers that are weakening bullish momentum.

BTC price requirements are clear as consolidation below all-time highs continues. Can Bitcoin bulls stick to the plan and avoid falling back below $100,000?

Alchemy Pay is preparing to launch 55 US tokenized ETFs and stocks on multiple networks, including Solana, via Backed’s xStocks.

Formerly a real estate financing company, DeFi Development Corp made the switch to become a Solana treasury company, currently holding over 609,000 tokens.

Michael Saylor says pandemic-era lockdowns and unabated money printing pushed him to convert his company’s massive cash reserves into Bitcoin.

U.S. Bancorp CEO Gunjan Kedia says her bank is looking into stablecoins as its crypto custody business bounces back after struggling under Biden.

Crypto analysts say the current environment is entirely different from 2021, when Bitcoin experienced a 76% price drop over 12 months.

The father of an unnamed crypto entrepreneur was held captive at a property for several days until a May 3 police raid liberated him.

H100 Group’s shares surged after the Swedish health firm announced it had raised $10.6 million to stack more Bitcoin.

Centralized treasuries, including governments, ETFs and public companies, now control approximately $668 billion of Bitcoin’s circulating supply.

Bitcoin selling will “peter off” once Bitcoin’s price moves above $130,000, says a crypto executive.

USDC issuer Circle has put its stablecoin live on World Chain and has partnered with Matera to allow Brazilian banks to offer multicurrency payments.

Disney said it filed the complaint after its request to Midjourney to adopt anti-copyright infringement measures was ignored.

Bitcoin sentiment on social media has reached its highest point in seven months as Bitcoin has been flirting again with its all-time high.

GameStop’s latest convertible senior note proposal pushed the stock price down further just days after Q1 revenue missed expectations.

A robot powered by V-JEPA 2 can be deployed in a new environment and successfully manipulate objects it has never encountered before.  ( 8 min )

Many AI developers started their morning amid a Google Cloud outage affecting many of the tools they use to build products.  ( 7 min )

TensorWave, a leader in AMD-powered AI infrastructure solutions, today announced the deployment of AMD Instinct MI355X GPUs in its high-performance cloud platform.  ( 5 min )

AMD announced its new AMD Instinct MI350 Series accelerators, which are four times faster on AI compute and 35 times faster on inferencing.  ( 8 min )

Google DeepMind launches Weather Lab platform for AI hurricane forecasting, showing improved accuracy in early tests with U.S. National Hurricane Center partnership.  ( 8 min )

The outbreak of covid-19 laid bare the vulnerabilities of global, interconnected supply chains. National lockdowns triggered months-long manufacturing shutdowns. Mass disruption across international trade routes sparked widespread supply shortages. Costs spiralled. And wild fluctuations in demand rendered tried-and-tested inventory planning and forecasting tools useless. “It was the black swan event that nobody had accounted for,…  ( 18 min )

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Are we ready to hand AI agents the keys? In recent months, a new class of agents has arrived on the scene: ones built using large language models. Any action that can be…  ( 21 min )

On May 6, 2010, at 2:32 p.m. Eastern time, nearly a trillion dollars evaporated from the US stock market within 20 minutes—at the time, the fastest decline in history. Then, almost as suddenly, the market rebounded. After months of investigation, regulators attributed much of the responsibility for this “flash crash” to high-frequency trading algorithms, which…  ( 37 min )

Lithium-ion batteries have some emerging competition: Sodium-based alternatives are starting to make inroads. Sodium is more abundant on Earth than lithium, and batteries that use the material could be cheaper in the future. Building a new battery chemistry is difficult, mostly because lithium is so entrenched. But, as I’ve noted before, this new technology has…  ( 21 min )

If you’re serious about machine learning and want to break into real-world ML engineering, learning MLOps is one of the best things you can do. It’s what turns experiments into reliable systems. You can train a great model, but without the right pipe...  ( 4 min )

Fujifilm has officially launched the X-E5, its latest APS-C mirrorless camera that blends the classic rangefinder aesthetic with updated internals. Announced during its X Summit 2025 event in Shanghai, the new shooter introduces significant upgrades over its predecessor while maintaining its signature compact form. The camera is built around Fujifilm’s 40.2MP X-Trans CMOS 5 HR […] The post Fujifilm X-E5 Now Official; Starts From RM6,998 In Malaysia appeared first on Lowyat.NET.  ( 35 min )

While consumers in other Southeast Asian countries – including Singapore, Thailand, and the Philippines – eagerly anticipate the arrival of the Switch 2 on 26 June, those of us in Malaysia are still left in suspense. As we’ve reported previously, sources familiar with the matter have informed us that Nintendo’s next-gen handheld console is still […] The post New Nintendo Products Spotted On SIRIM, But… appeared first on Lowyat.NET.  ( 34 min )

The Leapmotor C10, which was launched last October by Stellantis Malaysia, has now gained some updates for the 2025 model year. The major update is the price drop from RM159,000 to RM125,000, which is RM34,000 less. This price drop puts the SUV EV right in the lanes of BYD Atto 3 and Proton eMAS further […] The post Leapmotor C10 Now Priced At RM125,000; Comes With Updated Features appeared first on Lowyat.NET.  ( 34 min )

MIcron recently announced that it has begun shipping out its HBM4 memory modules to key customers. These include the 36GB modules, built on its 1-beta, 12-high advanced packaging technology. “Micron Technology, Inc. (Nasdaq: MU), today announced the shipment of HBM4 36GB 12-high samples to multiple key customers. This milestone extends Micron’s leadership in memory performance […] The post Micron Begins Shipping HBM4 Memory To Key Customers appeared first on Lowyat.NET.  ( 33 min )

It is no secret that the Wikimedia Foundation has been dabbling in generative AI as of late. One of its recent endeavours involves introducing AI-generated article summaries to Wikipedia. However, due to the overwhelmingly negative response from the encyclopedia’s volunteer editors, the organisation has put the project on hold. Wikimedia initially intended to launch an […] The post Wikipedia Pauses AI Summaries Due To Backlash appeared first on Lowyat.NET.  ( 33 min )

We’ve only just seen references to the sequel to the Qualcomm Snapdragon 8 Elite late last month, and now we are hearing rumours of the chip that would come after said sequel. And it’s not all good either, as while one part of it is that it will be made using TSMC’s 2nm process, the […] The post Qualcomm Snapdragon 8 Elite 3 May Come In Two Variants appeared first on Lowyat.NET.  ( 34 min )

Remember when EVGA decided to leave the GPU market in 2022? Beyond its once thriving GPU business, the company has since been forced to downsize itself by staff reductions, which has led to being large unable to provide support for other PC components and, in this case, to its Intel 600 Series motherboards. Recently, a […] The post Redditor Fix NVIDIA RTX 50 Series Incompatibility Issue With EVGA Z690 Board By Taping Pins appeared first on Lowyat.NET.  ( 34 min )

Nubia has officially launched its latest lineup of flagship devices, namely the Z70S Ultra Photographer Edition and the Pad Pro. The former is the same device as the smartphone released in China earlier this year, but the new edition includes a professional retro kit that includes a phone case, a Neo Bar smart camera control […] The post Nubia Z70S Ultra Photographer Edition, Pad Pro Arrive In Malaysia; Starts From RM2,399 appeared first on Lowyat.NET.  ( 34 min )

Today at the My BMW World event, the German automaker has launched the all-new 7th generation M5 (G90). This performance sedan features a plug-in hybrid electric powertrain (PHEV) and comes with a hefty price tag of RM1,188,800. The BMW M5 G90, other than for its performance, is also known for its aggressive look, and the […] The post BMW Malaysia Launches New M5 G90 Hybrid For RM1,188,800 appeared first on Lowyat.NET.  ( 35 min )

ASUS Malaysia announced the availability of its new TUF Gaming laptops. These laptops are refreshes of the existing range, with the main refreshed component being the NVIDIA GeForce RTX 50 Series laptop GPUs. In total, The new TUF Gaming series comprises three SKUs: the F16, A16, and A14. Starting with the F16, this model is […] The post ASUS Malaysia Launches New TUF Gaming Laptops With NVIDIA RTX 50 Series appeared first on Lowyat.NET.  ( 34 min )

Nubia sub-brand Redmagic has officially launched its newest premium tablet, the Redmagic Gaming Tablet 3 Pro. Currently, the tablet is only available for the Chinese market, but the company has confirmed that it is releasing a global version in a few weeks. That said, at the moment it is uncertain whether the tablet will make […] The post Redmagic Gaming Tablet 3 Pro Launches In China appeared first on Lowyat.NET.  ( 34 min )

Apple has announced that it will be expanding of parental control tools when the new OS 26 versions roll out later in the year. Most of these features are related to the age of the younger user, be it providing an age range to apps that require it rather than a specific number, as well […] The post Apple Expands Parental Control Tools For Upcoming OS 26 Versions appeared first on Lowyat.NET.  ( 34 min )

While Xiaomi has officially teased the arrival of the Redmi Pad 2 in Malaysia, it has yet to announce an exact launch date. It could potentially be released here during the brand’s upcoming SEA launch event on 19 June 2025, but ahead of this, a couple of local retailers have already put up the prices […] The post Redmi Pad 2 Listed By Malaysian Retailers Ahead Of Local Launch appeared first on Lowyat.NET.  ( 33 min )

realme has previously teased that it is launching the C71 today, and that’s exactly what has happened, though without the fanfare of a launch event. Although besides the price tag on the device, the company has already shared pretty much all there is to know about the entry level phone. But in case you missed […] The post realme C71 Available In Malaysia For RM499 From 13 June appeared first on Lowyat.NET.  ( 34 min )

Google is preparing to launch its Pixel 10 series, which is rumoured to officially debut on 20 August. While this new generation of smartphones appear to be quite similar to the previous one, it seems that Google is adding a feature that could make this lineup stand out: Qi2 support with magnets. According to Android […] The post Google Pixel 10 May Get Qi2 Magnetic “Pixelsnap” Accessories appeared first on Lowyat.NET.  ( 33 min )

Edifier has launched yet another new pair of wireless earbuds in Malaysia called the X2 Plus. An upgraded version, it gets a longer battery life as well as better connectivity compared to the original X3 earbuds. The X2 Plus a 13.6mm driver in each bud with a hard tip design. Powered by Bluetooth 6.0, it […] The post Edifier X2 Plus Lands In Malaysia At RM139 appeared first on Lowyat.NET.  ( 33 min )

In an effort to apprehend errant motorcyclists and reduce accidents along one of the country’s busiest highways, the Royal Malaysian Police (PDRM) have begun using drones to monitor riders who avoid the designated motorcycle lanes on the Federal Highway. According to Petaling Jaya OCPD Asst Comm Shahrulnizam Ja’afar, this approach aims to address the rising […] The post PDRM Deploys Drones To Apprehend Motorcyclists Avoiding Designated Lanes appeared first on Lowyat.NET.  ( 34 min )

Automaker, Xpeng has officially unveiled its G7 EV in China yesterday, which is available in two trims: Max and Ultra. The new vehicle is offered at a starting price of CNY235,800 (~RM138,909), with pre-sales now available in the region. The G7 SUV features a striking design, with its headlights seamlessly integrated into the air ducts […] The post Xpeng Officially Unveils Its G7 Electric SUV In China appeared first on Lowyat.NET.  ( 35 min )

Have you ever launched a website and immediately regretted it? https://www.codigo.co) is worth a visit.) But more importantly, they asked the right questions. Not just “what pages do you want?” but “what do your users need to do on this site?” and “how does your business actually work?” It wasn’t just about building a site—it was about building the right site. Their team handled everything in-house: designers, front-end and back-end developers, and even testing. I could hop on a call and talk to the people writing the code. That level of transparency? Priceless. The site they built for us didn’t just look amazing—it actually worked. And since launch, we’ve had better conversions, faster load times, and (shocker) fewer complaints from customers. So yeah. If you’re thinking of building a web app or custom site and don’t want to end up in the DIY agency horror story I started with, do yourself a favor and check out Codigo. They get it.  ( 3 min )

As a junior majoring in computer science, I was introduced to the Hyperlane framework while working on a Web service project. This high-performance Rust HTTP framework completely changed my perception of Web development. Below is my true experience of learning and applying Hyperlane. When I first started using Hyperlane, I was pleasantly surprised by its clean Context (ctx) abstraction. Previously, in other frameworks, I had to write verbose calls like: let method = ctx.get_request().await.get_method(); Now, it’s as simple as one line of code: let method = ctx.get_request_method().await; This design significantly enhances the readability of my code, especially when dealing with complex business logic, eliminating the need for nested method calls. When implementing RESTful APIs, Hyperlane…  ( 5 min )

Secure application are often a complex process involving multiple factors of authentication. Many developers use services like Auth0, Firebase and Azure AD/Entra to build user login and sign up flows that connect applications to enterprise IdPs using MFA and 2FA flows. These methods often involve receiving verification codes and time-based one-time passwords (TOTP) to verify accounts. Hint: TOTP stands for time-based one-time password. You might have used TOTP with Google Authenticator or Duo on a mobile device. With strict compliance and regulatory requirements testing these apps end-to-end is crucial. This requires special QA techniques and disposable authenticator devices which we will demonstrate in this post. For this example we will use Selenium and Java but the methods for testing …  ( 7 min )

Front-end development is all about building the parts of websites and apps that users see and interact with. If you’re just starting out, here are some cool tricks and tips that will make your learning journey easier and more enjoyable! Use Browser DevTools Like a Pro Inspect elements: Right-click any part of a webpage and select “Inspect” to see the HTML and CSS behind it. Live editing: Change CSS styles directly in DevTools and see the effect instantly. Debug JavaScript: Use the Console tab to test snippets of JS code or find errors. Try this: Open DevTools on your favorite website and play around with the styles! Master the Power of CSS Flexbox Use display: flex on a container. Align items horizontally or vertically. Easily create menus, grids, or center content. Tip: Use Flexbox Froggy — a fun game to learn flexbox. Use CSS Variables for Easy Theming :root { --main-color: #3498db; --padding: 16px; } button { background-color: var(--main-color); padding: var(--padding); } This makes it easy to change your whole site’s theme by just tweaking variables! Responsive Design with Media Queries @media (max-width: 600px) { body { background-color: lightblue; } } This changes styles when the screen is smaller than 600px. Use Placeholder Content While Loading Example: Use CSS animations with @keyframes to create shimmering placeholders. Use Online Tools to Speed Up Your Work CodePen or JSFiddle: Quickly test HTML/CSS/JS snippets online. Can I use: Check browser support for CSS or JS features. Google Fonts: Add beautiful fonts easily. Bonus Tip: Keep Your Code Clean and Commented Final Words Front-end development is super fun and creative. Try these tricks one by one and watch your skills grow. Happy coding!  ( 4 min )

Mastering Mock Interviews with AI: A Deep Dive into CrewAI and Agentic Design Are you preparing for a technical interview and wishing you had a personalized, intelligent interviewer to practice with? Look no further! My latest project, ai_mock_interview demonstrates a powerful application of AI agents using the CrewAI framework to create a dynamic and realistic mock interview experience. This blog post will walk you through the core components of the ai_mock_interview project, highlighting how specific Python functions are designed to act as intelligent agents and how they collaborate within a "crew" to deliver a comprehensive mock interview and feedback session. The Power of Agentic AI with CrewAI Refer my GitHub repo https://github.com/selvakumarsai/ai_mock_interview https://github.com…  ( 8 min )

The headless CMS revolution has reshaped digital content management, offering flexibility to deliver content across websites, apps, and devices via APIs. Unlike traditional CMS, headless CMS decouples the backend from the frontend, enabling developers to use modern frameworks like React or Vue. In 2025, Strapi, Contentful, Sanity, Hygraph, and Storyblok stand out as top headless CMS platforms. This blog post compares these five, evaluating their features, strengths, weaknesses, and ideal use cases to guide your choice. A headless CMS provides a content repository accessible via APIs (REST or GraphQL), allowing developers to build custom frontends. Key evaluation criteria include ease of use, API capabilities, scalability, customization, pricing, and community support. Let’s dive into the t…  ( 6 min )

Yazılım geliştirme, özellikle web uygulamaları söz konusu olduğunda, sürekli gelişen ve değişen bir alandır. Kullanıcı deneyimini ve uygulama performansını iyileştirmek için yeni teknolojiler ve mimari tasarımlar ortaya çıkmaktadır. Web mimarisi, web uygulamalarının temelini oluşturan yapı taşlarını ve bunların nasıl bir araya getirildiğini ifade eder. Geleceğin web uygulamalarını inşa etmek isteyen geliştiriciler için web mimarisi kavramlarını anlamak ve uygulamak hayati önem taşır. Web mimarisi, bir web uygulamasının farklı bileşenlerini ve bunların nasıl bir arada çalıştığını anlamak için kritik öneme sahiptir. İyi tasarlanmış bir web mimarisi, ölçeklenebilir, esnek ve sürdürülebilir uygulamalar geliştirilmesini sağlar. Geliştiriciler, değişen taleplere ve teknolojilere ayak uydurmak iç…  ( 5 min )

Introduction When building your web applications, you might need to format numbers as monetary values. For example, rather than displaying the value 123.45, you might want to display it as £123.45. In this Quickfire article, we're going to look at two different approaches to formatting monetary values in JavaScript. The first approach you can use to format monetary values in JavaScript is the toLocaleString() method. This method formats a number according to the locale and options you specify. Let's take a look at an example: const value = 123.45; const formattedValue = value.toLocaleString('en-GB', { style: 'currency', currency: 'GBP', }); // formattedValue will be '£123.45' In the example above, we've used the toLocaleString() method to format the value as a monetary value in Br…  ( 5 min )

A few years ago I first learned about Ultimate Vocal Remover, a desktop program created to work with several different ML models that split instrumentals and vocal tracks from a song. I learned about this in the context of learning about voice cloning back then. When I saw how well the vocal remover models worked, I immediately thought it would've been perfect for making karaoke videos. The problem with many karaoke videos (those found in karaoke places) is multiple folds: (1) poor instrumental quality that sometimes sound nothing like the original song (2) pitch is sometimes off (3) the videos are sometimes completely unrelated to the original song or music video. I finally got around to building something from this idea I had for a few years. This is now working in Python script format; …  ( 5 min )

If you grew up playing Windows games in the '90s, you probably remember SkiFree, the addictive skiing game where you dodged obstacles and tried to escape the infamous Yeti. I decided to recreate this classic using Amazon Q, Amazon's AI assistant, and was amazed by how quickly I could build a functional clone. In this blog post, I'll walk through my process, the prompts I used, and how I refined the game with additional features like boosts and power-ups. I started by giving Amazon Q a clear prompt outlining the game's mechanics and technical requirements: Amazon Q generated a Python script using Pygame, which handled the core mechanics beautifully. The initial version included: A skier controlled with arrow keys Random obstacle generation (trees and rocks) Collision detection A scor…  ( 4 min )

Why FoundationModels? The framework offers three key advantages: Complete Privacy: All processing happens on-device Offline Capability: Works without internet once loaded Zero App Bloat: Model is embedded in the OS, not your app Instead of constantly rebuilding apps to test prompts, use Xcode's updated Playground feature. Import Playgrounds in any project file, use #Playground to test FoundationModels code directly, and get live feedback as you refine prompts. Use the @Generable annotation to get structured data instead of parsing text. Create data structures like Itinerary with nested types, and the model automatically generates matching Swift objects. The @Guide macro provides fine control - add descriptions, constrain values, set count requirements, or apply multiple guides to prope…  ( 4 min )

Hi everyone! 👋 I'm Juan, and for the last few months I've been working on a project to improve my trading win rate by leveraging Social Arbitrage and AI. I used to lose money trading—even when holding solid assets—but thanks to this project, I went from losing to winning really quickly. This is my PnL from just the last 30 days: This project is still in its early stages and not officially released yet, which is why I'm offering the chance to join as a beta tester and get free early access in exchange for your feedback on the current version. I’m also opening a waiting list for those who are interested but would prefer to wait for the full launch. If you decide to participate, you’ll get access to all the app’s current features: Global event notifications – Stay updated on all events worldwide that directly or indirectly affect the assets you’re tracking Thesis mode – Automatically validate your market hypotheses like “Bitcoin is going up” or “Tesla will drop” Sentiment trends – Track the current sentiment of most assets and companies around the globe Social Agent – A custom AI agent with access to our event graph database. It understands complex investment strategies and real-world scenarios. Ask things like: “Should I invest in Apple now?” “When should I enter this trade?” If you’d rather wait, you can still register and you’ll receive an automatic notification when the app is fully launched. For more updates about the project, visit my X account or the project's official account, where we also share predictions generated with Social. Finally, a question for you, reader: Would you be interested in weekly posts here sharing progress on the project and sneak peeks at upcoming features? I know this post may feel a little like an advertisement—and that’s because it is. This is a bootstrapped project (which means I’m funding it myself), and I’m putting my heart and soul into it. If you can give it a try or help spread the word, that would mean the world to me.  ( 4 min )

Quality Assurance (QA) is crucial for delivering reliable software products. Traditional testing approaches—whether manual, automated, or performance—often require significant time, effort, and expertise. Artificial Intelligence (AI) is rapidly changing the QA landscape by introducing smart, adaptive, and scalable solutions that enhance test coverage, accuracy, and speed. 1. Introduction to AI in Software Testing 2. AI in Automation Testing 2.1 Intelligent Test Case Generation and Optimization AI Application: Machine learning models analyze application code, user behavior logs, and past defects to automatically generate and optimize test cases. Example: AI tools can parse user flows from analytics data and generate test scenarios covering the most critical paths, reducing redundant or irre…  ( 6 min )

Building Flexible UIKit Apps: Key Takeaways from WWDC Creating apps that work seamlessly across different screen sizes and platforms is more important than ever. The UIKit team shared essential best practices for building flexible UIKit applications that deliver amazing experiences regardless of device or window size. Scenes are the cornerstone of flexible apps. A scene represents an instance of your app's UI, containing view controllers and views while providing crucial functionality: Independent state management - Each scene saves and restores its UI state independently External data handling - Built-in support for deep linking and URL handling Context awareness - Provides screen and window geometry information Multiple scene support - Different scene types for distinct experiences (…  ( 5 min )

In today’s rapidly evolving wellness industry, enhancing client comfort and care is paramount. Spas and Medspas are integrating technology to provide seamless experiences and prompt services. One such innovation is the integration of a client assistance button—a simple yet powerful addition that enables clients lying on treatment beds to request help without moving or speaking. This becomes especially important in a luxury wellness setting like a Medspa. In this post, we’ll explore how to create a client assistance button system, connected to a Python server. We’ll cover the hardware and software components, and how it can improve customer service in your Medspa. Imagine a client undergoing a treatment—perhaps a skin rejuvenation session or body contouring procedure—wishing to ask for a bl…  ( 5 min )

Hi everyone! 👋 I'm currently looking for opportunities in software development and wanted to share a bit about my journey and skills so far. I'm also hoping to connect with others who are on a similar path or have gone through this journey already! 👨‍💻 About Me Current Focus: Full-stack development, with a growing interest in building scalable, real-world applications. 🧠 Skills Backend: Node.js, Express.js Database: PostgreSQL, MongoDB Tools & Other: Git, GitHub, Postman, REST APIs 🎯 What I'm Looking For Internship or entry-level software developer roles Remote or hybrid opportunities Mentorship or open-source contributions to gain real-world experience 🙏 How You Can Help If you’ve been in a similar position, I’d love to hear your advice If you're hiring or know companies open to junior devs, I’d be grateful Any feedback on my portfolio or GitHub would be super appreciated Thanks for reading! Feel free to drop your thoughts or connect with me.  ( 3 min )

Key highlights include: The new Liquid Glass design system with fluid animations iPad menu bar support with powerful new APIs Revolutionary Swift Observable integration that automatically tracks dependencies The new updateProperties method for better performance Enhanced SwiftUI integration through hosting scene delegates HDR improvements for colors and custom content Strongly typed notifications SF Symbols 7 drawing capabilities The most visually striking change in iOS 26 is the introduction of Liquid Glass, a translucent, dynamic material that brings life to your app's interface with specular highlights and refraction effects. This new material has been applied across UIKit's standard components including navigation bars, search fields, alerts, popovers, and split views. Key Design Impro…  ( 6 min )

Effective user management is a cornerstone of Active Directory (AD) administration, enabling organizations to control access, enforce security policies, and streamline identity management within a Windows Server domain. Configuring user management operations involves creating, modifying, and securing user accounts, as well as managing group memberships and permissions. This guide outlines the process for managing user operations in a domain like tailwind.local, using domain controllers such as TAILWIND-DC1. We will create three Organization Units (OUs) Sydney, Melbourne, and Brisbane. Create Organizational Units In TAILWIND-DC1, open Active Directory Users and Computers from the Tools menu of the Server Manager console. Right-click on the tailwindtraders.internal domain. Select New, then O…  ( 5 min )

AI is reshaping Quality Assurance by automating complex tasks and enhancing decision-making in software testing. This article explains core AI use cases in QA automation with concrete step-by-step examples so you can see exactly how these innovations work in practice. 1. AI-Powered Test Case Generation AI Solution: Use Natural Language Processing (NLP) to generate test cases automatically from user stories or requirements. Step-by-Step Example: Step 1: Input user story text into an NLP-based test generation tool. E*xample user story:* As a user, I want to log in with a valid email and password so that I can access my account. **Step 2: **The AI parses this text to identify key actions, inputs, and expected outcomes. **Step 3: **The tool generates structured test scenarios like: **Test 1: *…  ( 5 min )

Six months ago, a single bash script I crafted flawlessly executed 75,000 server deployments. Three years prior, my scripts were causing production outages almost biweekly. Here’s how I transformed my approach. Since 2013, I’ve been writing bash scripts professionally. Early on, my scripts were fragile—functional on my local setup but prone to mysterious failures in production. Debugging felt like navigating a maze blindfolded. After numerous late-night fire drills, botched deployments, and an infamous incident where I inadvertently wiped out a quarter of our testing environment, I honed techniques to create reliable bash scripts. These aren’t beginner tips from tutorials. They’re battle-tested insights from high-stakes production environments where errors translate to real financial losse…  ( 8 min )

Flaky tests—those that pass and fail intermittently without code changes—are the bane of any CI/CD pipeline. They erode developer confidence and block deployments. In this post, I’ll walk you through how to detect flaky tests using machine learning and how this AI-driven approach can improve your software delivery. Why Use AI in Testing? With Agile and DevOps pushing rapid deployments, we need smarter testing solutions. AI brings automation and intelligence to QA by: Predicting failure-prone areas Optimizing test execution Auto-generating test cases Detecting flaky tests Let’s focus on the last one—flaky test detection using ML. The Framework: Flaky Test Detection with ML ** Step 1: Collect CI Data** Use logs from Jenkins/GitHub Actions: Test execution results Commit metadata Stack traces Store this data in CSV or a small database. ** Step 2: Feature Engineering** Extract meaningful features like: Frequency of failure Execution time variance Code churn (lines added/deleted) Stack trace similarity Step 3: Train the Model Use ML classifiers like: Random Forest SVM XGBoost from xgboost import XGBClassifier model = XGBClassifier() print("Accuracy:", accuracy_score(y_test, y_pred)) ** Step 4: Integrate into CI/CD** Build a REST API or Jenkins plugin to call your model. Flag flaky tests during pull requests. Alert devs via Slack or cancel the build if flakiness is too high. Benefits Reduce debugging time Boost confidence in automation Improve release stability Save CI/CD cost Future Work Use GPT-style LLMs to generate test cases Apply Reinforcement Learning for self-healing automation Build Explainable AI to justify ML decisions to dev teams Conclusion AI in testing is no longer a buzzword—it's a necessity. By using ML models for flaky test detection, you bring stability, speed, and intelligence to your QA pipelines.  ( 3 min )

by someone who only wanted to do summation. My interaction with Excel this week has shown me that working with it is similar to knowing that one person who doesn't say much but has layers to them that you begin to notice after one interaction. On the surface, Excel is a spreadsheet that you organise and format data for storage; however, you find it appealing. It is quite humbling to think you are tech-savvy, then spending the next two hours trying to convert the percentages to integers. This cordial spreadsheet holds the power to analyse, automate, model, present data, and, for the unfortunate, cause despair. One missing comma and you can't format the whole column in a dataset. Excel is excellent at data analysis, allowing users to explore trends, patterns, and outliers in datasets, which is particularly useful for departments such as sales, marketing, and finance to make informed forecasts. One feature that stuck out to me was pivot tables. They are easy to navigate and are useful for grouping, filtering, and comparing different information across multiple capacities. Conditional formatting is another handy tool that highlights cells based on specific rules to gain targeted information, such as identifying underperforming sectors in a given field. The most exciting part is that with Excel, different tools can be used in combinations and permutations according to how much you know Excel. The more I learn about Excel, the more I see data differently since structures and hidden relationships that went unnoticed are being revealed. Instead of feeling overwhelmed, you begin to ask better questions, and that is a fine indicator that you are engaging with data analytically for interpretation. Then, Excel becomes a lens to spot the missing links, or what escapes the untrained eye.  ( 3 min )

I've been working on a "passion project" for a bit now while I'm between paid work. It's not open-source just yet but soon as I polish the codebase. I was inspired by https://carbon.now.sh/ for sharing code snippets on social media but I wanted a tight integration with Github's Gists, a focus on embedding the code in posts like Markdown with access to the code. I thought I'd test out NuxtHub powered by Nuxt (Vue.js) and a tight integration with Cloudflare Pages/Workers and other solutions. So I've run iteration after iteration (iteratively) as I hit walls. So firstly to highlight code you generally want a library like highlighter.js or what I went with Shiki The first wall, you cannot upload every language and every theme on a free plan to cloudflare. So importing them will fail the deploy. The languages are much more important, for some reason there is a hard fail in Shiki if a language is not found instead of falling back to plaintext. I eventually hacked this and loaded the CDN version with vue's useHead feature. to on demand require the correct languages. The next hurdle was I wanted "OG" images or images to share and embed with posts. I tried NuxtHub/CloudFlare's browser api for on demand rendering but on the free plan it's not feasible. So I went to trusty html2canvas It works really well with some caveats; which I hit. It does not render SVG backgrounds well, or complicated CSS3 gradients. to hack this I basically append a png background if screenshot is occurring, this happens only if the og:image hasn't been created/uploaded before. I hit some more walls that I will go into next post, I also solved the html2canvas issue. Feel free to checkout an example here https://gist-share.nuxt.dev/gist/9bd761223a76e148af576546cd1e3e93  ( 3 min )

Today was huge — and nerve-wracking. After days of polishing every detail, we officially submitted Story Hero to the iOS App Store for review. This is a massive step forward, but it comes with serious risk: Apple's review process is notoriously slow and strict — and we're building an app for kids, which adds another layer of complexity. We’ve seen horror stories of reviews taking 2–3 weeks… and with less than 2 weeks left in the hackathon, any major delay could mean launching too late. So we spent the day triple-checking every detail: ✅ COPPA compliance documentation ✅ Privacy Policy and Terms of Service ✅ Contact and Support info ✅ Landing page polish ✅ App Store metadata ✅ Minimal but functional MVP If this first version gets through, we can start pushing updates using Expo EAS without needing to resubmit every time. That’s the plan. We also made major strides in story generation costs! We’re down from $3.00 to ~80 cents per story — nearly a 4x improvement. We achieved this through: Code refactors Smarter API usage Leveraging more efficient model calls Every cent matters when scaling a business. This optimization brings us closer to a viable pricing model post-hackathon. After exploring several options for consistent, personalized image generation (including custom pipelines, DreamBooth, etc.), the winner is still: OpenAI Image Gen v1. It’s fast, consistent, takes direction better than anything else, and crucially — doesn’t require hours of training per user. For our needs (1 photo → immediate image gen with likeness), nothing else competes right now. The push continues. App store submission is out of our hands for now… so tomorrow, we keep building and improving what we can control. Let’s get this thing across the finish line. – Josh & Daniel Story Hero What is Story Hero? Twitter/X DEV Blog  ( 3 min )

🐮 A programming language for game developers and general productivity. Beef is an open-source, compiled, high-performance language specifically designed for real-time applications like games, combining performance with productivity. • Syntax inspired by C#, with manual memory management from C and C++, and modern ergonomics inspired by Swift and Go. Well-designed project with its own IDE (Windows); CLI compiler (Linux/macOS); Debugger; Code assistants; and Hot-compiling. Beef is ideal for those who need rapid development and fine-grained resource control, especially: Game and Game Engine Developers (console, desktop, WASM). Projects requiring efficient debugging, hot-reload, and productivity-focused ergonomics. Precompiled binaries are available for Windows—just down…  ( 5 min )